Question 4: “What patterns can be uncovered in subpopulations based on age, sex, and BMI?”¶

Importing Python libraries and the Initial Dataset¶

Importing Python libraries¶

Importing the cleaned one hot encoded dataset from desktop folder¶

In [1]:
#%pip install pandas mlxtend matplotlib seaborn
#%pip install imbalanced-learn
import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns
import numpy as np
import networkx as nx
from sklearn.model_selection import train_test_split
from mlxtend.frequent_patterns import apriori, association_rules
from sklearn.metrics import accuracy_score
from imblearn.over_sampling import SMOTE
import matplotlib.pyplot as plt
from sklearn.decomposition import PCA
from sklearn.preprocessing import StandardScaler
In [2]:
def read_csv_file(file_path):
    """
    Read a CSV file into a pandas DataFrame.

    Parameters:
    file_path (str): The path to the CSV file.

    Returns:
    pandas.DataFrame: The DataFrame containing the data from the CSV file.
    """
    # Read the CSV file into a pandas DataFrame
    df = pd.read_csv(file_path)

    return df

# Specify the file path
file_path = 'C:/Users/steph/OneDrive/Desktop/Diabetes/archive/diabetes_012_health_indicators_BRFSS2015_cleaned_encoded.csv'

# Read the CSV file into a pandas DataFrame
df = read_csv_file(file_path)

# Display the DataFrame
display(df.head())
HighBP HighChol CholCheck Smoker Stroke HeartDiseaseorAttack PhysActivity Fruits Veggies HvyAlcoholConsump ... Education_Some college or technical school Education_College graduate Income_Less than $10,000 Income_$10,000-$14,999 Income_$15,000-$19,999 Income_$20,000-$24,999 Income_$25,000-$34,999 Income_$35,000-$49,999 Income_$50,000-$74,999 Income_$75,000 or more
0 1 1 1 1 0 0 0 0 1 0 ... 0 0 0 0 1 0 0 0 0 0
1 0 0 0 1 0 0 1 0 0 0 ... 0 1 1 0 0 0 0 0 0 0
2 1 1 1 0 0 0 0 1 0 0 ... 0 0 0 0 0 0 0 0 0 1
3 1 0 1 0 0 0 1 1 1 0 ... 0 0 0 0 0 0 0 1 0 0
4 1 1 1 0 0 0 1 1 1 0 ... 1 0 0 0 0 1 0 0 0 0

5 rows × 69 columns

In [3]:
#list of columns
df.columns
Out[3]:
Index(['HighBP', 'HighChol', 'CholCheck', 'Smoker', 'Stroke',
       'HeartDiseaseorAttack', 'PhysActivity', 'Fruits', 'Veggies',
       'HvyAlcoholConsump', 'AnyHealthcare', 'NoDocbcCost', 'DiffWalk', 'Sex',
       'diabetes_0', 'diabetes_1', 'diabetes_2', 'BMI_Underweight',
       'BMI_Healthy weight', 'BMI_Overweight', 'BMI_Class 1 Obesity',
       'BMI_Class 2 Obesity', 'BMI_Class 3 Obesity', 'GenHlth_Excellent',
       'GenHlth_Very good', 'GenHlth_Good', 'GenHlth_Fair', 'GenHlth_Poor',
       'MentHlth_0', 'MentHlth_1-5', 'MentHlth_6-10', 'MentHlth_11-15',
       'MentHlth_16-20', 'MentHlth_21-25', 'MentHlth_26-30', 'PhysHlth_0',
       'PhysHlth_1-5', 'PhysHlth_6-10', 'PhysHlth_11-15', 'PhysHlth_16-20',
       'PhysHlth_21-25', 'PhysHlth_26-30', 'Age_18-24', 'Age_25-29',
       'Age_30-34', 'Age_35-39', 'Age_40-44', 'Age_45-49', 'Age_50-54',
       'Age_55-59', 'Age_60-64', 'Age_65-69', 'Age_70-74', 'Age_75-79',
       'Age_80 or older',
       'Education_Never attended school or only kindergarten',
       'Education_Elementary', 'Education_Some high school',
       'Education_High school graduate',
       'Education_Some college or technical school',
       'Education_College graduate', 'Income_Less than $10,000',
       'Income_$10,000-$14,999', 'Income_$15,000-$19,999',
       'Income_$20,000-$24,999', 'Income_$25,000-$34,999',
       'Income_$35,000-$49,999', 'Income_$50,000-$74,999',
       'Income_$75,000 or more'],
      dtype='object')

Prepare Data for Principle Component Analysis¶

One Hot Encoding Sex Column¶

In [4]:
#One hot encoding of the Sex column
df_encoded = pd.get_dummies(df, columns=['Sex'], drop_first=False)

# Convert the boolean values in the Age columns to integers (0/1)
df_encoded['Sex_0'] = df_encoded['Sex_0'].astype(int)
df_encoded['Sex_1'] = df_encoded['Sex_1'].astype(int)

#Rename columns to be morre descriptive
df_encoded.rename(columns = {'Sex_0': 'Sex_Female', 'Sex_1': 'Sex_Male'}, inplace = True)

# Show the result
display(df_encoded.head())
HighBP HighChol CholCheck Smoker Stroke HeartDiseaseorAttack PhysActivity Fruits Veggies HvyAlcoholConsump ... Income_Less than $10,000 Income_$10,000-$14,999 Income_$15,000-$19,999 Income_$20,000-$24,999 Income_$25,000-$34,999 Income_$35,000-$49,999 Income_$50,000-$74,999 Income_$75,000 or more Sex_Female Sex_Male
0 1 1 1 1 0 0 0 0 1 0 ... 0 0 1 0 0 0 0 0 1 0
1 0 0 0 1 0 0 1 0 0 0 ... 1 0 0 0 0 0 0 0 1 0
2 1 1 1 0 0 0 0 1 0 0 ... 0 0 0 0 0 0 0 1 1 0
3 1 0 1 0 0 0 1 1 1 0 ... 0 0 0 0 0 1 0 0 1 0
4 1 1 1 0 0 0 1 1 1 0 ... 0 0 0 1 0 0 0 0 1 0

5 rows × 70 columns

In [5]:
#Display all distinct values from the dataset for each column
for column in df_encoded.columns:
    print(column, df_encoded[column].unique())
HighBP [1 0]
HighChol [1 0]
CholCheck [1 0]
Smoker [1 0]
Stroke [0 1]
HeartDiseaseorAttack [0 1]
PhysActivity [0 1]
Fruits [0 1]
Veggies [1 0]
HvyAlcoholConsump [0 1]
AnyHealthcare [1 0]
NoDocbcCost [0 1]
DiffWalk [1 0]
diabetes_0 [1 0]
diabetes_1 [0 1]
diabetes_2 [0 1]
BMI_Underweight [0 1]
BMI_Healthy weight [0 1]
BMI_Overweight [0 1]
BMI_Class 1 Obesity [0 1]
BMI_Class 2 Obesity [0 1]
BMI_Class 3 Obesity [1 0]
GenHlth_Excellent [0 1]
GenHlth_Very good [0 1]
GenHlth_Good [0 1]
GenHlth_Fair [0 1]
GenHlth_Poor [1 0]
MentHlth_0 [0 1]
MentHlth_1-5 [0 1]
MentHlth_6-10 [0 1]
MentHlth_11-15 [0 1]
MentHlth_16-20 [1 0]
MentHlth_21-25 [0 1]
MentHlth_26-30 [0 1]
PhysHlth_0 [0 1]
PhysHlth_1-5 [0 1]
PhysHlth_6-10 [0 1]
PhysHlth_11-15 [1 0]
PhysHlth_16-20 [0 1]
PhysHlth_21-25 [0 1]
PhysHlth_26-30 [0 1]
Age_18-24 [0 1]
Age_25-29 [0 1]
Age_30-34 [0 1]
Age_35-39 [0 1]
Age_40-44 [0 1]
Age_45-49 [0 1]
Age_50-54 [0 1]
Age_55-59 [0 1]
Age_60-64 [1 0]
Age_65-69 [0 1]
Age_70-74 [0 1]
Age_75-79 [0 1]
Age_80 or older [0 1]
Education_Never attended school or only kindergarten [0 1]
Education_Elementary [0 1]
Education_Some high school [0 1]
Education_High school graduate [1 0]
Education_Some college or technical school [0 1]
Education_College graduate [0 1]
Income_Less than $10,000 [0 1]
Income_$10,000-$14,999 [0 1]
Income_$15,000-$19,999 [1 0]
Income_$20,000-$24,999 [0 1]
Income_$25,000-$34,999 [0 1]
Income_$35,000-$49,999 [0 1]
Income_$50,000-$74,999 [0 1]
Income_$75,000 or more [0 1]
Sex_Female [1 0]
Sex_Male [0 1]

Adjusting categories and creating new dataframes with feature subsets¶

Group age categories into four bins: 18-29, 30-49, 50-64, 65+¶

In [6]:
#Combine age columns into one colum and rename it Age_18-29
df_encoded['Age_18-29'] = df_encoded['Age_18-24'] + df_encoded['Age_25-29']
df_encoded.drop(['Age_18-24', 'Age_25-29'], axis=1, inplace=True)

#Combine age columns into one colum and rename it Age_30-49
df_encoded['Age_30-49'] = df_encoded['Age_30-34'] + df_encoded['Age_35-39'] + df_encoded['Age_40-44'] + df_encoded['Age_45-49']
df_encoded.drop(['Age_30-34', 'Age_35-39', 'Age_40-44', 'Age_45-49'], axis=1, inplace=True)

#Combine age columns into one colum and rename it Age_50-64
df_encoded['Age_50-64'] = df_encoded['Age_50-54'] + df_encoded['Age_55-59'] + df_encoded['Age_60-64']
df_encoded.drop(['Age_50-54', 'Age_55-59', 'Age_60-64'], axis=1, inplace=True)

#Combine age columns into one colum and rename it Age_65+
df_encoded['Age_65+'] = df_encoded['Age_65-69'] + df_encoded['Age_70-74'] + df_encoded['Age_75-79'] + df_encoded['Age_80 or older']
df_encoded.drop(['Age_65-69', 'Age_70-74', 'Age_75-79', 'Age_80 or older'], axis=1, inplace=True)

#list columns
df_encoded.columns
Out[6]:
Index(['HighBP', 'HighChol', 'CholCheck', 'Smoker', 'Stroke',
       'HeartDiseaseorAttack', 'PhysActivity', 'Fruits', 'Veggies',
       'HvyAlcoholConsump', 'AnyHealthcare', 'NoDocbcCost', 'DiffWalk',
       'diabetes_0', 'diabetes_1', 'diabetes_2', 'BMI_Underweight',
       'BMI_Healthy weight', 'BMI_Overweight', 'BMI_Class 1 Obesity',
       'BMI_Class 2 Obesity', 'BMI_Class 3 Obesity', 'GenHlth_Excellent',
       'GenHlth_Very good', 'GenHlth_Good', 'GenHlth_Fair', 'GenHlth_Poor',
       'MentHlth_0', 'MentHlth_1-5', 'MentHlth_6-10', 'MentHlth_11-15',
       'MentHlth_16-20', 'MentHlth_21-25', 'MentHlth_26-30', 'PhysHlth_0',
       'PhysHlth_1-5', 'PhysHlth_6-10', 'PhysHlth_11-15', 'PhysHlth_16-20',
       'PhysHlth_21-25', 'PhysHlth_26-30',
       'Education_Never attended school or only kindergarten',
       'Education_Elementary', 'Education_Some high school',
       'Education_High school graduate',
       'Education_Some college or technical school',
       'Education_College graduate', 'Income_Less than $10,000',
       'Income_$10,000-$14,999', 'Income_$15,000-$19,999',
       'Income_$20,000-$24,999', 'Income_$25,000-$34,999',
       'Income_$35,000-$49,999', 'Income_$50,000-$74,999',
       'Income_$75,000 or more', 'Sex_Female', 'Sex_Male', 'Age_18-29',
       'Age_30-49', 'Age_50-64', 'Age_65+'],
      dtype='object')
In [7]:
#Drop the diabetes columns 
df_sample = df_encoded.drop(['diabetes_0', 'diabetes_1', 'diabetes_2'], axis=1)

Create Subsets for Ages 18-29 Male/Female, further subdivided by BMI category¶

In [8]:
# Filter data for Age 18-29, Male, BMI_Underweight
subset_18_29_male_underweight = df_sample[(df_sample['Age_18-29'] == 1) & (['Sex_Male'] == 1) & (df_sample['BMI_Healthy weight'] == 1)]

# Filter data for Age 18-29, Female, BMI_Underweight
subset_18_29_female_underweight = df_sample[(df_sample['Age_18-29'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Healthy weight'] == 1)]

# Filter data for Age 18-29, Male, BMI_Healthy weight
subset_18_29_male_healthy_weight = df_sample[(df_sample['Age_18-29'] == 1) & (df_sample['Sex_Male'] == 1) & (df_sample['BMI_Healthy weight'] == 1)]

# Filter data for Age 18-29, Female, BMI_Healthy weight
subset_18_29_female_healthy_weight = df_sample[(df_sample['Age_18-29'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Healthy weight'] == 1)]

# Filter data for Age 18-29, Male, BMI_Overweight
subset_18_29_male_overweight = df_sample[(df_sample['Age_18-29'] == 1) & (df_sample['Sex_Male'] == 1) & (df_sample['BMI_Overweight'] == 1)]

# Filter data for Age 18-29, Female, BMI_Overweight
subset_18_29_female_overweight = df_sample[(df_sample['Age_18-29'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Overweight'] == 1)]

# Filter data for Age 18-29, Male, BMI_Class 1 Obesity
subset_18_29_male_obesity_1 = df_sample[(df_sample['Age_18-29'] == 1) & (df_sample['Sex_Male'] == 1) & (df_sample['BMI_Class 1 Obesity'] == 1)]

# Filter data for Age 18-29, Female, BMI_Class 1 Obesity
subset_18_29_female_obesity_1 = df_sample[(df_sample['Age_18-29'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Class 1 Obesity'] == 1)]

# Filter data for Age 18-29, Male, BMI_Class 2 Obesity
subset_18_29_male_obesity_2 = df_sample[(df_sample['Age_18-29'] == 1) & (df_sample['Sex_Male'] == 1) & (df_sample['BMI_Class 2 Obesity'] == 1)]

# Filter data for Age 18-29, Female, BMI_Class 2 Obesity
subset_18_29_female_obesity_2 = df_sample[(df_sample['Age_18-29'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Class 2 Obesity'] == 1)]

# Filter data for Age 18-29, Male, BMI_Class 3 Obesity
subset_18_29_male_obesity_3 = df_sample[(df_sample['Age_18-29'] == 1) & (df_sample['Sex_Male'] == 1) & (df_sample['BMI_Class 3 Obesity'] == 1)]

# Filter data for Age 18-29, Female, BMI_Class 3 Obesity
subset_18_29_female_obesity_3 = df_sample[(df_sample['Age_18-29'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Class 3 Obesity'] == 1)]

Create Subsets for Ages 30-49 Male/Female, further subdivided by BMI category¶

In [9]:
# Filter data for Age_30-49, Male, BMI_Underweight
subset_30_49_male_underweight = df_sample[(df_sample['Age_30-49'] == 1) & (['Sex_Male'] == 1) & (df_sample['BMI_Healthy weight'] == 1)]

# Filter data for Age_30-49, Female, BMI_Underweight
subset_30_49_female_underweight = df_sample[(df_sample['Age_30-49'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Healthy weight'] == 1)]

# Filter data for Age_30-49, Male, BMI_Healthy weight
subset_30_49_male_healthy_weight = df_sample[(df_sample['Age_30-49'] == 1) & (df_sample['Sex_Male'] == 1) & (df_sample['BMI_Healthy weight'] == 1)]

# Filter data for Age_30-49, Female, BMI_Healthy weight
subset_30_49_female_healthy_weight = df_sample[(df_sample['Age_30-49'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Healthy weight'] == 1)]

# Filter data for Age_30-49, Male, BMI_Overweight
subset_30_49_male_overweight = df_sample[(df_sample['Age_30-49'] == 1) & (df_sample['Sex_Male'] == 1) & (df_sample['BMI_Overweight'] == 1)]

# Filter data for Age_30-49, Female, BMI_Overweight
subset_30_49_female_overweight = df_sample[(df_sample['Age_30-49'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Overweight'] == 1)]

# Filter data for Age_30-49, Male, BMI_Class 1 Obesity
subset_30_49_male_obesity_1 = df_sample[(df_sample['Age_30-49'] == 1) & (df_sample['Sex_Male'] == 1) & (df_sample['BMI_Class 1 Obesity'] == 1)]

# Filter data for Age_30-49, Female, BMI_Class 1 Obesity
subset_30_49_female_obesity_1 = df_sample[(df_sample['Age_30-49'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Class 1 Obesity'] == 1)]

# Filter data for Age_30-49, Male, BMI_Class 2 Obesity
subset_30_49_male_obesity_2 = df_sample[(df_sample['Age_30-49'] == 1) & (df_sample['Sex_Male'] == 1) & (df_sample['BMI_Class 2 Obesity'] == 1)]

# Filter data for Age_30-49, Female, BMI_Class 2 Obesity
subset_30_49_female_obesity_2 = df_sample[(df_sample['Age_30-49'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Class 2 Obesity'] == 1)]

# Filter data for Age_30-49, Male, BMI_Class 3 Obesity
subset_30_49_male_obesity_3 = df_sample[(df_sample['Age_30-49'] == 1) & (df_sample['Sex_Male'] == 1) & (df_sample['BMI_Class 3 Obesity'] == 1)]

# Filter data for Age_30-49, Female, BMI_Class 3 Obesity
subset_30_49_female_obesity_3 = df_sample[(df_sample['Age_30-49'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Class 3 Obesity'] == 1)]

Create Subsets for Ages 50-64 Male/Female, further subdivided by BMI category¶

In [10]:
# Filter data for Age_50-64, Male, BMI_Underweight
subset_50_64_male_underweight = df_sample[(df_sample['Age_50-64'] == 1) & (['Sex_Male'] == 1) & (df_sample['BMI_Healthy weight'] == 1)]

# Filter data for Age_50-64, Female, BMI_Underweight
subset_50_64_female_underweight = df_sample[(df_sample['Age_50-64'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Healthy weight'] == 1)]

# Filter data for Age_50-64, Male, BMI_Healthy weight
subset_50_64_male_healthy_weight = df_sample[(df_sample['Age_50-64'] == 1) & (df_sample['Sex_Male'] == 1) & (df_sample['BMI_Healthy weight'] == 1)]

# Filter data for Age_50-64, Female, BMI_Healthy weight
subset_50_64_female_healthy_weight = df_sample[(df_sample['Age_50-64'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Healthy weight'] == 1)]

# Filter data for Age_50-64, Male, BMI_Overweight
subset_50_64_male_overweight = df_sample[(df_sample['Age_50-64'] == 1) & (df_sample['Sex_Male'] == 1) & (df_sample['BMI_Overweight'] == 1)]

# Filter data for Age_50-64, Female, BMI_Overweight
subset_50_64_female_overweight = df_sample[(df_sample['Age_50-64'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Overweight'] == 1)]

# Filter data for Age_50-64, Male, BMI_Class 1 Obesity
subset_50_64_male_obesity_1 = df_sample[(df_sample['Age_50-64'] == 1) & (df_sample['Sex_Male'] == 1) & (df_sample['BMI_Class 1 Obesity'] == 1)]

# Filter data for Age_50-64, Female, BMI_Class 1 Obesity
subset_50_64_female_obesity_1 = df_sample[(df_sample['Age_50-64'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Class 1 Obesity'] == 1)]

# Filter data for Age_50-64, Male, BMI_Class 2 Obesity
subset_50_64_male_obesity_2 = df_sample[(df_sample['Age_50-64'] == 1) & (df_sample['Sex_Male'] == 1) & (df_sample['BMI_Class 2 Obesity'] == 1)]

# Filter data for Age_50-64, Female, BMI_Class 2 Obesity
subset_50_64_female_obesity_2 = df_sample[(df_sample['Age_50-64'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Class 2 Obesity'] == 1)]

# Filter data for Age_50-64, Male, BMI_Class 3 Obesity
subset_50_64_male_obesity_3 = df_sample[(df_sample['Age_50-64'] == 1) & (df_sample['Sex_Male'] == 1) & (df_sample['BMI_Class 3 Obesity'] == 1)]

# Filter data for Age_50-64, Female, BMI_Class 3 Obesity
subset_50_64_female_obesity_3 = df_sample[(df_sample['Age_50-64'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Class 3 Obesity'] == 1)]

Create Subsets for Ages 65+ Male/Female, further subdivided by BMI category¶

In [11]:
# Filter data for Age_65+, Male, BMI_Underweight
subset_65_plus_male_underweight = df_sample[(df_sample['Age_65+'] == 1) & (['Sex_Male'] == 1) & (df_sample['BMI_Healthy weight'] == 1)]

# Filter data for Age_65+, Female, BMI_Underweight
subset_65_plus_female_underweight = df_sample[(df_sample['Age_65+'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Healthy weight'] == 1)]

# Filter data for Age_65+, Male, BMI_Healthy weight
subset_65_plus_male_healthy_weight = df_sample[(df_sample['Age_65+'] == 1) & (df_sample['Sex_Male'] == 1) & (df_sample['BMI_Healthy weight'] == 1)]

# Filter data for Age_65+, Female, BMI_Healthy weight
subset_65_plus_female_healthy_weight = df_sample[(df_sample['Age_65+'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Healthy weight'] == 1)]

# Filter data for Age_65+, Male, BMI_Overweight
subset_65_plus_male_overweight = df_sample[(df_sample['Age_65+'] == 1) & (df_sample['Sex_Male'] == 1) & (df_sample['BMI_Overweight'] == 1)]

# Filter data for Age_65+, Female, BMI_Overweight
subset_65_plus_female_overweight = df_sample[(df_sample['Age_65+'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Overweight'] == 1)]

# Filter data for Age_65+, Male, BMI_Class 1 Obesity
subset_65_plus_male_obesity_1 = df_sample[(df_sample['Age_65+'] == 1) & (df_sample['Sex_Male'] == 1) & (df_sample['BMI_Class 1 Obesity'] == 1)]

# Filter data for Age_65+, Female, BMI_Class 1 Obesity
subset_65_plus_female_obesity_1 = df_sample[(df_sample['Age_65+'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Class 1 Obesity'] == 1)]

# Filter data for Age_65+, Male, BMI_Class 2 Obesity
subset_65_plus_male_obesity_2 = df_sample[(df_sample['Age_65+'] == 1) & (df_sample['Sex_Male'] == 1) & (df_sample['BMI_Class 2 Obesity'] == 1)]

# Filter data for Age_65+, Female, BMI_Class 2 Obesity
subset_65_plus_female_obesity_2 = df_sample[(df_sample['Age_65+'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Class 2 Obesity'] == 1)]

# Filter data for Age_65+, Male, BMI_Class 3 Obesity
subset_65_plus_male_obesity_3 = df_sample[(df_sample['Age_65+'] == 1) & (df_sample['Sex_Male'] == 1) & (df_sample['BMI_Class 3 Obesity'] == 1)]

# Filter data for Age_65+, Female, BMI_Class 3 Obesity
subset_65_plus_female_obesity_3 = df_sample[(df_sample['Age_65+'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Class 3 Obesity'] == 1)]

Apply PCA on Subsets¶

In [12]:
# Function to apply PCA on a subset
def apply_pca(subset_data, n_components=2):
    # Standardize the data (important for PCA)
    scaler = StandardScaler()
    standardized_data = scaler.fit_transform(subset_data)

    # Apply PCA
    pca = PCA(n_components=n_components)
    principal_components = pca.fit_transform(standardized_data)

    # Combine results into a DataFrame
    pca_result = pd.DataFrame(data=principal_components, 
                              columns=[f"PC{i+1}" for i in range(n_components)])
    explained_variance = pca.explained_variance_ratio_

    return pca_result, explained_variance

Create a List Containing Subsets

In [13]:
subsets = [
    subset_18_29_male_underweight,
    subset_18_29_female_underweight,
    subset_18_29_male_healthy_weight,
    subset_18_29_female_healthy_weight,
    subset_18_29_male_overweight,
    subset_18_29_female_overweight,
    subset_18_29_male_obesity_1,
    subset_18_29_female_obesity_1,
    subset_18_29_male_obesity_2,
    subset_18_29_female_obesity_2,
    subset_18_29_male_obesity_3,
    subset_18_29_female_obesity_3, 
    subset_30_49_male_underweight,
    subset_30_49_female_underweight,
    subset_30_49_male_healthy_weight,
    subset_30_49_female_healthy_weight,
    subset_30_49_male_overweight,
    subset_30_49_female_overweight,
    subset_30_49_male_obesity_1,
    subset_30_49_female_obesity_1,
    subset_30_49_male_obesity_2,
    subset_30_49_female_obesity_2,
    subset_30_49_male_obesity_3,
    subset_30_49_female_obesity_3,
    subset_50_64_male_underweight,
    subset_50_64_female_underweight,
    subset_50_64_male_healthy_weight,
    subset_50_64_female_healthy_weight,
    subset_50_64_male_overweight,
    subset_50_64_female_overweight,
    subset_50_64_male_obesity_1,
    subset_50_64_female_obesity_1,
    subset_50_64_male_obesity_2,
    subset_50_64_female_obesity_2,
    subset_50_64_male_obesity_3,
    subset_50_64_female_obesity_3,
    subset_65_plus_male_underweight,
    subset_65_plus_female_underweight,
    subset_65_plus_male_healthy_weight,
    subset_65_plus_female_healthy_weight,
    subset_65_plus_male_overweight,
    subset_65_plus_female_overweight,
    subset_65_plus_male_obesity_1,
    subset_65_plus_female_obesity_1,
    subset_65_plus_male_obesity_2,
    subset_65_plus_female_obesity_2,
    subset_65_plus_male_obesity_3,
    subset_65_plus_female_obesity_3,
]
In [14]:
#Check qhich subsets are empty
for idx, subset in enumerate(subsets):
    subset_name = f"Subset_{idx+1}"  # Create a dynamic name for the subset
    
    # Check if the subset is empty
    if subset.empty:
        print(f"Subset {subset_name} is empty, skipping PCA.")
        continue  # Skip this subset if it's empty

        
Subset Subset_1 is empty, skipping PCA.
Subset Subset_13 is empty, skipping PCA.
Subset Subset_25 is empty, skipping PCA.
Subset Subset_37 is empty, skipping PCA.
In [15]:
from sklearn.decomposition import PCA

def apply_pca(subset, n_components=None):
    pca = PCA(n_components=n_components)
    pca_result = pca.fit_transform(subset)  # Apply PCA
    explained_variance = pca.explained_variance_ratio_  # Get explained variance ratio
    pca_model = pca  # Store the PCA model itself
    
    return pca_result, explained_variance, pca_model
In [16]:
# Function to create an Elbow Plot
def plot_elbow(cumulative_variance):
    plt.figure(figsize=(8, 6))
    plt.plot(range(1, len(cumulative_variance) + 1), cumulative_variance, marker='o', linestyle='--', label='Cumulative Variance')
    plt.title("Elbow Plot")
    plt.xlabel("Number of Principal Components")
    plt.ylabel("Cumulative Explained Variance")
    plt.axhline(y=0.9, color='r', linestyle='--', label='90% Variance Threshold')  # Optional threshold line
    plt.xticks(range(1, len(cumulative_variance) + 1))
    plt.legend()
    plt.grid(True)
    plt.show()
In [17]:
n_components_selected_dict = {}  # Store the number of components selected for each subset
pca_results = {}  # Store the PCA results for each subset

# Loop through the list of subsets and apply PCA to each one
for idx, subset in enumerate(subsets):
    subset_name = f"Subset_{idx+1}"  # Create a dynamic name for the subset
    
    # Check if the subset is empty
    if subset.empty:
        print(f"Subset {subset_name} is empty, skipping PCA.")
        continue  # Skip this subset if it's empty

    # Apply PCA with all components
    pca_result, explained_variance, pca_model = apply_pca(subset)
    
    # Calculate cumulative variance
    cumulative_variance = np.cumsum(explained_variance)
    
    # Convert pca_result to a DataFrame with column names like PC1, PC2, etc.
    pca_result_df = pd.DataFrame(pca_result, columns=[f'PC{i+1}' for i in range(pca_result.shape[1])])

    # Store results in the dictionary, including the PCA model
    pca_results[subset_name] = {
        'PCA Result': pca_result_df,
        'Explained Variance': explained_variance,
        'PCA Model': pca_model  # Store the PCA model here
    }

    # Display explained variance ratio and cumulative variance
    print(f"\nExplained Variance for {subset_name}:")
    print(explained_variance)
    print(f"\nCumulative Variance for {subset_name}:")
    print(cumulative_variance)
    
    # Display the loadings (component loadings) from the PCA model
    loadings = pd.DataFrame(pca_model.components_.T,  # Transpose to match features
                            columns=[f'PC{i+1}' for i in range(pca_result_df.shape[1])],
                            index=subset.columns)  # Use original subset columns for loadings
    print(f"\nLoadings for {subset_name}:")
    print(loadings)

    # Display the transformed data (PCA results)
    print(f"\nPCA Results for {subset_name}:")
    print(pca_result_df.head())

    # Visualize PCA results

    # Elbow plot (cumulative variance)
    plot_elbow(cumulative_variance)

    # Decide the number of components to retain based on 90% variance threshold
    n_components_selected = np.argmax(cumulative_variance >= 0.9) + 1
    
    #Store the number of components selected
    n_components_selected_dict[subset_name] = n_components_selected

    print(f"\nFor {subset_name}, retain {n_components_selected} components to explain 90% of the variance.\n")
Subset Subset_1 is empty, skipping PCA.

Explained Variance for Subset_2:
[1.09833011e-01 1.02171695e-01 8.33234759e-02 7.08196693e-02
 6.45300398e-02 5.46465161e-02 5.03754936e-02 4.32022143e-02
 3.75483010e-02 3.50750104e-02 3.01996795e-02 2.78897539e-02
 2.68931292e-02 2.51856415e-02 2.27014996e-02 2.18407159e-02
 1.87580958e-02 1.76342074e-02 1.71301023e-02 1.65581320e-02
 1.46639035e-02 1.43905707e-02 1.29937284e-02 1.11523551e-02
 1.02886929e-02 9.92534533e-03 9.24104346e-03 7.66932479e-03
 6.09961778e-03 5.13572523e-03 4.92864945e-03 4.65834006e-03
 3.40840386e-03 1.83878435e-03 1.67323319e-03 1.60024536e-03
 1.36410639e-03 1.09862902e-03 9.27945305e-04 6.24972377e-04
 1.74451075e-17 7.64664217e-18 6.41986730e-18 3.58670032e-18
 4.85054160e-19 1.34107187e-19 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00]

Cumulative Variance for Subset_2:
[0.10983301 0.21200471 0.29532818 0.36614785 0.43067789 0.48532441
 0.5356999  0.57890212 0.61645042 0.65152543 0.68172511 0.70961486
 0.73650799 0.76169363 0.78439513 0.80623585 0.82499394 0.84262815
 0.85975825 0.87631638 0.89098029 0.90537086 0.91836459 0.92951694
 0.93980563 0.94973098 0.95897202 0.96664135 0.97274097 0.97787669
 0.98280534 0.98746368 0.99087208 0.99271087 0.9943841  0.99598435
 0.99734845 0.99844708 0.99937503 1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.        ]

Loadings for Subset_2:
                                                             PC1  \
HighBP                                             -1.508121e-02   
HighChol                                           -2.342775e-02   
CholCheck                                           6.576253e-03   
Smoker                                             -1.182636e-01   
Stroke                                             -2.176225e-03   
HeartDiseaseorAttack                               -5.388364e-03   
PhysActivity                                        1.889926e-02   
Fruits                                              1.034887e-01   
Veggies                                             7.055670e-02   
HvyAlcoholConsump                                  -3.238884e-02   
AnyHealthcare                                       3.251706e-02   
NoDocbcCost                                        -1.135153e-01   
DiffWalk                                           -2.469698e-02   
BMI_Underweight                                    -0.000000e+00   
BMI_Healthy weight                                  6.169799e-17   
BMI_Overweight                                      1.058791e-22   
BMI_Class 1 Obesity                                 1.323489e-23   
BMI_Class 2 Obesity                                -6.617445e-24   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                   3.436145e-01   
GenHlth_Very good                                  -1.522857e-01   
GenHlth_Good                                       -1.417896e-01   
GenHlth_Fair                                       -4.137530e-02   
GenHlth_Poor                                       -8.163898e-03   
MentHlth_0                                          4.437702e-01   
MentHlth_1-5                                       -2.421788e-01   
MentHlth_6-10                                      -8.014084e-02   
MentHlth_11-15                                     -4.522536e-02   
MentHlth_16-20                                     -2.009264e-02   
MentHlth_21-25                                     -7.097994e-03   
MentHlth_26-30                                     -4.903458e-02   
PhysHlth_0                                          4.825758e-01   
PhysHlth_1-5                                       -3.870816e-01   
PhysHlth_6-10                                      -4.314029e-02   
PhysHlth_11-15                                     -2.103117e-02   
PhysHlth_16-20                                     -7.768833e-03   
PhysHlth_21-25                                     -4.299079e-03   
PhysHlth_26-30                                     -1.925482e-02   
Education_Never attended school or only kinderg... -0.000000e+00   
Education_Elementary                               -2.421674e-03   
Education_Some high school                         -1.121963e-02   
Education_High school graduate                     -5.368161e-02   
Education_Some college or technical school         -1.987869e-01   
Education_College graduate                          2.661098e-01   
Income_Less than $10,000                           -4.236519e-02   
Income_$10,000-$14,999                             -2.001857e-02   
Income_$15,000-$19,999                             -3.653014e-02   
Income_$20,000-$24,999                             -3.422328e-02   
Income_$25,000-$34,999                             -4.262706e-03   
Income_$35,000-$49,999                             -2.695986e-02   
Income_$50,000-$74,999                              2.880637e-02   
Income_$75,000 or more                              1.355534e-01   
Sex_Female                                          6.169778e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                           6.169778e-17   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC2  \
HighBP                                             -2.484044e-03   
HighChol                                            2.758020e-02   
CholCheck                                          -2.214751e-05   
Smoker                                             -1.319859e-01   
Stroke                                             -6.633596e-04   
HeartDiseaseorAttack                               -3.760100e-03   
PhysActivity                                        9.458316e-02   
Fruits                                              6.403549e-02   
Veggies                                             1.031880e-01   
HvyAlcoholConsump                                   1.607194e-02   
AnyHealthcare                                       7.418961e-02   
NoDocbcCost                                        -4.703611e-02   
DiffWalk                                           -1.817026e-02   
BMI_Underweight                                     2.168404e-19   
BMI_Healthy weight                                 -6.596894e-17   
BMI_Overweight                                      0.000000e+00   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                -1.058791e-22   
BMI_Class 3 Obesity                                -5.293956e-23   
GenHlth_Excellent                                  -2.631192e-02   
GenHlth_Very good                                   1.815761e-01   
GenHlth_Good                                       -1.227144e-01   
GenHlth_Fair                                       -2.660958e-02   
GenHlth_Poor                                       -5.940150e-03   
MentHlth_0                                         -2.720807e-01   
MentHlth_1-5                                        3.050365e-01   
MentHlth_6-10                                       1.143550e-02   
MentHlth_11-15                                     -1.218906e-02   
MentHlth_16-20                                     -4.575979e-03   
MentHlth_21-25                                     -2.392614e-03   
MentHlth_26-30                                     -2.523360e-02   
PhysHlth_0                                         -1.332148e-01   
PhysHlth_1-5                                        1.712235e-01   
PhysHlth_6-10                                      -7.064312e-03   
PhysHlth_11-15                                     -9.906510e-03   
PhysHlth_16-20                                     -4.780700e-03   
PhysHlth_21-25                                     -6.558486e-04   
PhysHlth_26-30                                     -1.560128e-02   
Education_Never attended school or only kinderg...  0.000000e+00   
Education_Elementary                               -3.470498e-03   
Education_Some high school                         -1.420933e-02   
Education_High school graduate                     -1.461709e-01   
Education_Some college or technical school         -4.557270e-01   
Education_College graduate                          6.195777e-01   
Income_Less than $10,000                           -4.454665e-02   
Income_$10,000-$14,999                             -3.126559e-02   
Income_$15,000-$19,999                             -5.247780e-02   
Income_$20,000-$24,999                             -7.132830e-02   
Income_$25,000-$34,999                             -7.309438e-02   
Income_$35,000-$49,999                              5.800863e-03   
Income_$50,000-$74,999                              3.372161e-02   
Income_$75,000 or more                              2.331902e-01   
Sex_Female                                         -6.597260e-17   
Sex_Male                                            0.000000e+00   
Age_18-29                                          -6.597260e-17   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC3  \
HighBP                                             -1.523936e-02   
HighChol                                            9.998750e-03   
CholCheck                                           3.137211e-03   
Smoker                                              2.057383e-02   
Stroke                                             -6.589866e-04   
HeartDiseaseorAttack                               -3.967082e-03   
PhysActivity                                       -3.460885e-02   
Fruits                                             -7.474338e-02   
Veggies                                            -2.489094e-02   
HvyAlcoholConsump                                  -1.398366e-02   
AnyHealthcare                                       4.273091e-03   
NoDocbcCost                                        -5.079467e-02   
DiffWalk                                           -6.907526e-03   
BMI_Underweight                                     4.336809e-19   
BMI_Healthy weight                                  3.919762e-17   
BMI_Overweight                                      2.710505e-20   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                -8.470329e-22   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                  -5.125468e-01   
GenHlth_Very good                                   7.473136e-01   
GenHlth_Good                                       -2.017174e-01   
GenHlth_Fair                                       -2.885259e-02   
GenHlth_Poor                                       -4.196745e-03   
MentHlth_0                                          1.661017e-01   
MentHlth_1-5                                       -1.371005e-01   
MentHlth_6-10                                      -4.441899e-03   
MentHlth_11-15                                     -5.177801e-03   
MentHlth_16-20                                     -1.044644e-03   
MentHlth_21-25                                     -4.547473e-03   
MentHlth_26-30                                     -1.378937e-02   
PhysHlth_0                                          2.054947e-01   
PhysHlth_1-5                                       -1.728052e-01   
PhysHlth_6-10                                      -1.145335e-02   
PhysHlth_11-15                                     -7.330383e-03   
PhysHlth_16-20                                     -2.331481e-03   
PhysHlth_21-25                                     -3.772024e-03   
PhysHlth_26-30                                     -7.802278e-03   
Education_Never attended school or only kinderg... -1.372634e-38   
Education_Elementary                               -2.175854e-03   
Education_Some high school                         -5.020173e-03   
Education_High school graduate                     -3.384039e-02   
Education_Some college or technical school          4.300091e-02   
Education_College graduate                         -1.964500e-03   
Income_Less than $10,000                           -1.329799e-02   
Income_$10,000-$14,999                             -6.713565e-03   
Income_$15,000-$19,999                             -7.449998e-03   
Income_$20,000-$24,999                             -1.734920e-02   
Income_$25,000-$34,999                              2.373933e-02   
Income_$35,000-$49,999                              8.552631e-03   
Income_$50,000-$74,999                              4.453215e-02   
Income_$75,000 or more                             -3.201336e-02   
Sex_Female                                          3.918491e-17   
Sex_Male                                            0.000000e+00   
Age_18-29                                           3.918491e-17   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC4  \
HighBP                                              5.726214e-03   
HighChol                                            1.300628e-02   
CholCheck                                           4.955937e-03   
Smoker                                             -2.871749e-02   
Stroke                                              1.352934e-03   
HeartDiseaseorAttack                                9.977806e-03   
PhysActivity                                       -5.543204e-02   
Fruits                                             -1.318922e-01   
Veggies                                            -3.598720e-02   
HvyAlcoholConsump                                  -1.262211e-03   
AnyHealthcare                                       1.677775e-02   
NoDocbcCost                                         2.579880e-02   
DiffWalk                                            1.375419e-02   
BMI_Underweight                                     2.775558e-17   
BMI_Healthy weight                                  1.211697e-16   
BMI_Overweight                                      8.673617e-19   
BMI_Class 1 Obesity                                 2.168404e-19   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                -5.421011e-20   
GenHlth_Excellent                                  -8.431169e-02   
GenHlth_Very good                                  -2.341407e-02   
GenHlth_Good                                        8.670409e-02   
GenHlth_Fair                                        1.657014e-02   
GenHlth_Poor                                        4.451525e-03   
MentHlth_0                                          5.098527e-01   
MentHlth_1-5                                       -5.097893e-01   
MentHlth_6-10                                      -5.112391e-04   
MentHlth_11-15                                     -3.996359e-03   
MentHlth_16-20                                      2.537848e-03   
MentHlth_21-25                                      2.505087e-03   
MentHlth_26-30                                     -5.987956e-04   
PhysHlth_0                                         -4.580824e-01   
PhysHlth_1-5                                        3.984079e-01   
PhysHlth_6-10                                       3.216845e-02   
PhysHlth_11-15                                      1.065281e-02   
PhysHlth_16-20                                      3.298338e-03   
PhysHlth_21-25                                      1.592548e-03   
PhysHlth_26-30                                      1.196238e-02   
Education_Never attended school or only kinderg... -1.544549e-35   
Education_Elementary                                1.656500e-03   
Education_Some high school                          1.057164e-02   
Education_High school graduate                      1.890258e-02   
Education_Some college or technical school         -2.017952e-01   
Education_College graduate                          1.706645e-01   
Income_Less than $10,000                            1.052477e-02   
Income_$10,000-$14,999                             -5.720946e-03   
Income_$15,000-$19,999                             -7.159242e-03   
Income_$20,000-$24,999                              2.565415e-03   
Income_$25,000-$34,999                              4.640293e-03   
Income_$35,000-$49,999                              9.478685e-03   
Income_$50,000-$74,999                             -5.537528e-03   
Income_$75,000 or more                             -8.791449e-03   
Sex_Female                                          1.277949e-16   
Sex_Male                                            0.000000e+00   
Age_18-29                                           1.277949e-16   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC5  \
HighBP                                             -1.610161e-02   
HighChol                                           -1.576772e-02   
CholCheck                                           9.977196e-04   
Smoker                                             -1.554956e-01   
Stroke                                             -3.658623e-03   
HeartDiseaseorAttack                               -1.026515e-03   
PhysActivity                                        1.464924e-01   
Fruits                                              4.204837e-01   
Veggies                                             2.102244e-01   
HvyAlcoholConsump                                  -2.587437e-03   
AnyHealthcare                                       5.183619e-02   
NoDocbcCost                                        -8.227464e-02   
DiffWalk                                           -1.304927e-02   
BMI_Underweight                                    -2.775558e-17   
BMI_Healthy weight                                 -1.845219e-17   
BMI_Overweight                                      8.673617e-19   
BMI_Class 1 Obesity                                 4.336809e-19   
BMI_Class 2 Obesity                                 2.168404e-19   
BMI_Class 3 Obesity                                -1.084202e-19   
GenHlth_Excellent                                   1.854233e-01   
GenHlth_Very good                                   1.487538e-01   
GenHlth_Good                                       -3.089392e-01   
GenHlth_Fair                                       -1.571209e-02   
GenHlth_Poor                                       -9.525820e-03   
MentHlth_0                                          1.084690e-01   
MentHlth_1-5                                       -3.530590e-02   
MentHlth_6-10                                      -4.897019e-03   
MentHlth_11-15                                     -2.045104e-02   
MentHlth_16-20                                     -1.027170e-03   
MentHlth_21-25                                     -5.129190e-03   
MentHlth_26-30                                     -4.165872e-02   
PhysHlth_0                                         -1.835068e-01   
PhysHlth_1-5                                        2.206191e-01   
PhysHlth_6-10                                      -1.932127e-02   
PhysHlth_11-15                                     -5.084867e-03   
PhysHlth_16-20                                     -1.870093e-03   
PhysHlth_21-25                                     -6.029795e-03   
PhysHlth_26-30                                     -4.806306e-03   
Education_Never attended school or only kinderg... -1.149545e-34   
Education_Elementary                               -5.909409e-03   
Education_Some high school                         -2.142324e-02   
Education_High school graduate                     -2.677660e-01   
Education_Some college or technical school          4.588815e-01   
Education_College graduate                         -1.637828e-01   
Income_Less than $10,000                           -5.877480e-02   
Income_$10,000-$14,999                             -1.328771e-02   
Income_$15,000-$19,999                             -3.096342e-02   
Income_$20,000-$24,999                             -5.483890e-02   
Income_$25,000-$34,999                             -5.982078e-02   
Income_$35,000-$49,999                             -6.480972e-02   
Income_$50,000-$74,999                             -9.115206e-02   
Income_$75,000 or more                              3.736474e-01   
Sex_Female                                         -1.863871e-17   
Sex_Male                                            0.000000e+00   
Age_18-29                                          -1.863871e-17   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC6  \
HighBP                                              4.513374e-04   
HighChol                                           -4.193698e-02   
CholCheck                                          -5.353877e-03   
Smoker                                              8.402993e-02   
Stroke                                              1.486557e-03   
HeartDiseaseorAttack                                1.232462e-03   
PhysActivity                                        5.408217e-02   
Fruits                                              7.614149e-01   
Veggies                                             2.928765e-01   
HvyAlcoholConsump                                  -4.053237e-02   
AnyHealthcare                                      -5.443373e-02   
NoDocbcCost                                         1.171542e-01   
DiffWalk                                            1.736424e-02   
BMI_Underweight                                     8.673617e-17   
BMI_Healthy weight                                  6.571754e-17   
BMI_Overweight                                      0.000000e+00   
BMI_Class 1 Obesity                                 1.110223e-16   
BMI_Class 2 Obesity                                 2.220446e-16   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                  -1.403452e-01   
GenHlth_Very good                                   1.364733e-02   
GenHlth_Good                                        1.098520e-01   
GenHlth_Fair                                        1.540180e-02   
GenHlth_Poor                                        1.443996e-03   
MentHlth_0                                          4.278070e-02   
MentHlth_1-5                                       -2.645989e-02   
MentHlth_6-10                                      -4.924319e-02   
MentHlth_11-15                                      9.364147e-03   
MentHlth_16-20                                      1.911356e-03   
MentHlth_21-25                                     -1.961379e-04   
MentHlth_26-30                                      2.184301e-02   
PhysHlth_0                                         -3.054851e-02   
PhysHlth_1-5                                       -1.044583e-02   
PhysHlth_6-10                                       1.603322e-02   
PhysHlth_11-15                                      5.468977e-03   
PhysHlth_16-20                                     -1.659408e-04   
PhysHlth_21-25                                      4.528312e-03   
PhysHlth_26-30                                      1.512977e-02   
Education_Never attended school or only kinderg... -6.915533e-31   
Education_Elementary                                1.698575e-03   
Education_Some high school                          1.731399e-02   
Education_High school graduate                      1.828495e-01   
Education_Some college or technical school         -1.993026e-01   
Education_College graduate                         -2.559447e-03   
Income_Less than $10,000                            6.069172e-03   
Income_$10,000-$14,999                              1.461389e-02   
Income_$15,000-$19,999                              3.198447e-02   
Income_$20,000-$24,999                              3.128515e-02   
Income_$25,000-$34,999                              7.206810e-02   
Income_$35,000-$49,999                              1.080531e-01   
Income_$50,000-$74,999                              1.299890e-01   
Income_$75,000 or more                             -3.940628e-01   
Sex_Female                                          7.700603e-17   
Sex_Male                                            0.000000e+00   
Age_18-29                                           7.700603e-17   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC7  \
HighBP                                              2.306794e-02   
HighChol                                            1.006151e-02   
CholCheck                                           3.827061e-03   
Smoker                                              1.101792e-01   
Stroke                                              1.919131e-03   
HeartDiseaseorAttack                               -2.070001e-03   
PhysActivity                                        8.399657e-03   
Fruits                                              1.503356e-01   
Veggies                                             8.603262e-02   
HvyAlcoholConsump                                  -1.760235e-03   
AnyHealthcare                                      -1.148774e-02   
NoDocbcCost                                         3.334536e-02   
DiffWalk                                            1.944166e-02   
BMI_Underweight                                    -2.775558e-17   
BMI_Healthy weight                                 -9.672137e-17   
BMI_Overweight                                      3.469447e-18   
BMI_Class 1 Obesity                                -0.000000e+00   
BMI_Class 2 Obesity                                -0.000000e+00   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                  -3.134072e-01   
GenHlth_Very good                                  -7.345812e-02   
GenHlth_Good                                        3.666731e-01   
GenHlth_Fair                                        1.641309e-02   
GenHlth_Poor                                        3.779074e-03   
MentHlth_0                                          4.445235e-04   
MentHlth_1-5                                       -4.749000e-02   
MentHlth_6-10                                      -2.591038e-02   
MentHlth_11-15                                      1.675072e-02   
MentHlth_16-20                                      1.299329e-02   
MentHlth_21-25                                      4.002599e-03   
MentHlth_26-30                                      3.920925e-02   
PhysHlth_0                                          4.890339e-02   
PhysHlth_1-5                                       -1.288665e-01   
PhysHlth_6-10                                       4.308793e-02   
PhysHlth_11-15                                      1.447011e-02   
PhysHlth_16-20                                      1.414895e-03   
PhysHlth_21-25                                      1.272408e-03   
PhysHlth_26-30                                      1.971776e-02   
Education_Never attended school or only kinderg...  1.358503e-31   
Education_Elementary                                2.580922e-03   
Education_Some high school                          1.556410e-02   
Education_High school graduate                      2.431348e-01   
Education_Some college or technical school         -1.546323e-01   
Education_College graduate                         -1.066475e-01   
Income_Less than $10,000                            1.533386e-02   
Income_$10,000-$14,999                              4.363155e-03   
Income_$15,000-$19,999                              2.028942e-02   
Income_$20,000-$24,999                             -4.086801e-03   
Income_$25,000-$34,999                             -6.747794e-03   
Income_$35,000-$49,999                             -2.139478e-01   
Income_$50,000-$74,999                             -4.236170e-01   
Income_$75,000 or more                              6.084129e-01   
Sex_Female                                         -1.079627e-16   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -1.079627e-16   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC8  \
HighBP                                             -3.243877e-02   
HighChol                                           -3.830392e-02   
CholCheck                                           9.478480e-03   
Smoker                                              1.945622e-01   
Stroke                                              4.239827e-03   
HeartDiseaseorAttack                               -2.854181e-03   
PhysActivity                                       -5.091803e-02   
Fruits                                             -2.351510e-02   
Veggies                                            -6.035728e-02   
HvyAlcoholConsump                                   2.436333e-02   
AnyHealthcare                                      -6.064797e-02   
NoDocbcCost                                        -6.111370e-02   
DiffWalk                                            6.109686e-03   
BMI_Underweight                                     5.551115e-17   
BMI_Healthy weight                                  1.623508e-17   
BMI_Overweight                                      1.387779e-17   
BMI_Class 1 Obesity                                -0.000000e+00   
BMI_Class 2 Obesity                                 6.938894e-18   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                   3.164619e-01   
GenHlth_Very good                                   1.738408e-01   
GenHlth_Good                                       -5.302001e-01   
GenHlth_Fair                                        2.608469e-02   
GenHlth_Poor                                        1.381277e-02   
MentHlth_0                                         -2.291581e-02   
MentHlth_1-5                                        4.042580e-02   
MentHlth_6-10                                      -1.621555e-02   
MentHlth_11-15                                     -1.079397e-02   
MentHlth_16-20                                      1.692092e-03   
MentHlth_21-25                                     -1.409544e-03   
MentHlth_26-30                                      9.216983e-03   
PhysHlth_0                                         -7.325458e-02   
PhysHlth_1-5                                        1.121370e-01   
PhysHlth_6-10                                      -3.478593e-02   
PhysHlth_11-15                                     -3.491040e-03   
PhysHlth_16-20                                     -5.483583e-03   
PhysHlth_21-25                                     -2.008834e-03   
PhysHlth_26-30                                      6.886944e-03   
Education_Never attended school or only kinderg...  4.270942e-30   
Education_Elementary                                1.180268e-03   
Education_Some high school                         -6.494897e-03   
Education_High school graduate                      5.648260e-01   
Education_Some college or technical school         -3.122033e-01   
Education_College graduate                         -2.473081e-01   
Income_Less than $10,000                            4.911465e-02   
Income_$10,000-$14,999                              7.106133e-03   
Income_$15,000-$19,999                              2.087338e-02   
Income_$20,000-$24,999                              4.235405e-02   
Income_$25,000-$34,999                              1.500914e-02   
Income_$35,000-$49,999                             -3.047278e-02   
Income_$50,000-$74,999                             -1.556631e-01   
Income_$75,000 or more                              5.167855e-02   
Sex_Female                                         -2.180557e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -2.180557e-17   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC9  \
HighBP                                             -1.613577e-02   
HighChol                                           -2.300224e-02   
CholCheck                                          -1.846522e-02   
Smoker                                              1.397360e-01   
Stroke                                             -8.984517e-04   
HeartDiseaseorAttack                               -1.995166e-03   
PhysActivity                                       -3.128203e-03   
Fruits                                             -3.118607e-04   
Veggies                                            -1.982992e-02   
HvyAlcoholConsump                                   2.518313e-02   
AnyHealthcare                                      -1.063705e-01   
NoDocbcCost                                         1.777412e-01   
DiffWalk                                            7.403787e-03   
BMI_Underweight                                     5.551115e-17   
BMI_Healthy weight                                  3.491195e-18   
BMI_Overweight                                      0.000000e+00   
BMI_Class 1 Obesity                                -1.110223e-16   
BMI_Class 2 Obesity                                -5.551115e-17   
BMI_Class 3 Obesity                                 5.551115e-17   
GenHlth_Excellent                                   3.819037e-02   
GenHlth_Very good                                   7.417921e-03   
GenHlth_Good                                       -8.146027e-02   
GenHlth_Fair                                        2.836154e-02   
GenHlth_Poor                                        7.490434e-03   
MentHlth_0                                         -1.370583e-02   
MentHlth_1-5                                       -4.736692e-02   
MentHlth_6-10                                       4.090646e-02   
MentHlth_11-15                                     -1.804366e-03   
MentHlth_16-20                                      6.464495e-03   
MentHlth_21-25                                      2.817240e-03   
MentHlth_26-30                                      1.268891e-02   
PhysHlth_0                                          2.758641e-02   
PhysHlth_1-5                                       -3.879143e-02   
PhysHlth_6-10                                      -1.921996e-02   
PhysHlth_11-15                                      1.036519e-02   
PhysHlth_16-20                                      6.168702e-03   
PhysHlth_21-25                                      3.189309e-03   
PhysHlth_26-30                                      1.070177e-02   
Education_Never attended school or only kinderg... -5.490472e-28   
Education_Elementary                                2.009218e-03   
Education_Some high school                         -1.081868e-03   
Education_High school graduate                     -1.856174e-01   
Education_Some college or technical school          4.476328e-02   
Education_College graduate                          1.399268e-01   
Income_Less than $10,000                           -2.424607e-02   
Income_$10,000-$14,999                              2.647901e-03   
Income_$15,000-$19,999                              6.106947e-03   
Income_$20,000-$24,999                              3.273712e-02   
Income_$25,000-$34,999                              6.283172e-02   
Income_$35,000-$49,999                              6.551735e-01   
Income_$50,000-$74,999                             -6.485726e-01   
Income_$75,000 or more                             -8.667860e-02   
Sex_Female                                          1.557711e-17   
Sex_Male                                            0.000000e+00   
Age_18-29                                           1.557711e-17   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC10  ...  PC49  \
HighBP                                              1.565146e-02  ...   0.0   
HighChol                                            4.765256e-03  ...   0.0   
CholCheck                                          -1.784034e-02  ...   0.0   
Smoker                                              7.000798e-01  ...   0.0   
Stroke                                              9.475059e-05  ...   0.0   
HeartDiseaseorAttack                               -6.128984e-04  ...   0.0   
PhysActivity                                        3.165444e-03  ...   0.0   
Fruits                                             -1.403230e-02  ...   0.0   
Veggies                                             1.391073e-01  ...   0.0   
HvyAlcoholConsump                                   1.483652e-01  ...   0.0   
AnyHealthcare                                      -7.340222e-02  ...   0.0   
NoDocbcCost                                         2.726812e-01  ...   0.0   
DiffWalk                                            1.785994e-02  ...   0.0   
BMI_Underweight                                     1.110223e-16  ...   0.0   
BMI_Healthy weight                                 -1.492129e-16  ...   0.0   
BMI_Overweight                                      0.000000e+00  ...   0.0   
BMI_Class 1 Obesity                                -1.665335e-16  ...   0.0   
BMI_Class 2 Obesity                                 0.000000e+00  ...   0.0   
BMI_Class 3 Obesity                                 5.551115e-17  ...   0.0   
GenHlth_Excellent                                   8.909734e-02  ...   0.0   
GenHlth_Very good                                  -9.414583e-03  ...   0.0   
GenHlth_Good                                       -1.444473e-01  ...   0.0   
GenHlth_Fair                                        5.035642e-02  ...   0.0   
GenHlth_Poor                                        1.440814e-02  ...   0.0   
MentHlth_0                                         -1.496808e-01  ...   0.0   
MentHlth_1-5                                       -2.509413e-01  ...   0.0   
MentHlth_6-10                                       1.939044e-01  ...   0.0   
MentHlth_11-15                                      7.140023e-02  ...   0.0   
MentHlth_16-20                                      1.083600e-02  ...   0.0   
MentHlth_21-25                                      5.458611e-03  ...   0.0   
MentHlth_26-30                                      1.190229e-01  ...   0.0   
PhysHlth_0                                         -6.369719e-03  ...   0.0   
PhysHlth_1-5                                       -7.687240e-02  ...   0.0   
PhysHlth_6-10                                       2.837633e-02  ...   0.0   
PhysHlth_11-15                                      2.418940e-02  ...   0.0   
PhysHlth_16-20                                      2.335760e-03  ...   0.0   
PhysHlth_21-25                                      4.829511e-03  ...   0.0   
PhysHlth_26-30                                      2.351111e-02  ...   0.0   
Education_Never attended school or only kinderg... -2.928252e-27  ...   0.0   
Education_Elementary                                3.232297e-03  ...   0.0   
Education_Some high school                          1.472513e-02  ...   0.0   
Education_High school graduate                     -2.448336e-01  ...   0.0   
Education_Some college or technical school          4.943315e-02  ...   0.0   
Education_College graduate                          1.774430e-01  ...   0.0   
Income_Less than $10,000                           -5.090264e-02  ...   0.0   
Income_$10,000-$14,999                              8.791765e-03  ...   0.0   
Income_$15,000-$19,999                              2.524987e-02  ...   0.0   
Income_$20,000-$24,999                              5.942223e-02  ...   0.0   
Income_$25,000-$34,999                              4.955115e-02  ...   0.0   
Income_$35,000-$49,999                             -2.853060e-01  ...   0.0   
Income_$50,000-$74,999                              1.303031e-01  ...   0.0   
Income_$75,000 or more                              6.289060e-02  ...   0.0   
Sex_Female                                         -9.149599e-17  ...   0.0   
Sex_Male                                            0.000000e+00  ...   0.0   
Age_18-29                                          -9.149599e-17  ...   0.0   
Age_30-49                                           0.000000e+00  ...   1.0   
Age_50-64                                           0.000000e+00  ...   0.0   
Age_65+                                             0.000000e+00  ...   0.0   

                                                    PC50          PC51  \
HighBP                                               0.0  0.000000e+00   
HighChol                                             0.0  1.790205e-26   
CholCheck                                            0.0  4.828003e-26   
Smoker                                               0.0  3.393907e-27   
Stroke                                               0.0 -4.225164e-25   
HeartDiseaseorAttack                                 0.0 -1.911790e-26   
PhysActivity                                         0.0  7.609644e-28   
Fruits                                               0.0  4.265237e-27   
Veggies                                              0.0  6.096816e-28   
HvyAlcoholConsump                                    0.0  1.021523e-26   
AnyHealthcare                                        0.0  2.119930e-26   
NoDocbcCost                                          0.0  1.296162e-26   
DiffWalk                                             0.0 -1.805869e-26   
BMI_Underweight                                      0.0 -4.601549e-11   
BMI_Healthy weight                                   0.0 -6.176980e-11   
BMI_Overweight                                       0.0  4.727160e-11   
BMI_Class 1 Obesity                                  0.0 -2.478534e-12   
BMI_Class 2 Obesity                                  0.0  4.157006e-12   
BMI_Class 3 Obesity                                  0.0 -1.088228e-11   
GenHlth_Excellent                                    0.0 -6.786886e-13   
GenHlth_Very good                                    0.0 -6.786886e-13   
GenHlth_Good                                         0.0 -6.786886e-13   
GenHlth_Fair                                         0.0 -6.786886e-13   
GenHlth_Poor                                         0.0 -6.786886e-13   
MentHlth_0                                           0.0  2.253139e-11   
MentHlth_1-5                                         0.0  2.253139e-11   
MentHlth_6-10                                        0.0  2.253139e-11   
MentHlth_11-15                                       0.0  2.253139e-11   
MentHlth_16-20                                       0.0  2.253139e-11   
MentHlth_21-25                                       0.0  2.253139e-11   
MentHlth_26-30                                       0.0  2.253139e-11   
PhysHlth_0                                           0.0 -2.773063e-11   
PhysHlth_1-5                                         0.0 -2.773063e-11   
PhysHlth_6-10                                        0.0 -2.773063e-11   
PhysHlth_11-15                                       0.0 -2.773063e-11   
PhysHlth_16-20                                       0.0 -2.773063e-11   
PhysHlth_21-25                                       0.0 -2.773063e-11   
PhysHlth_26-30                                       0.0 -2.773063e-11   
Education_Never attended school or only kinderg...   0.0  6.957830e-10   
Education_Elementary                                 0.0 -6.882224e-12   
Education_Some high school                           0.0 -6.882224e-12   
Education_High school graduate                       0.0 -6.882224e-12   
Education_Some college or technical school           0.0 -6.882224e-12   
Education_College graduate                           0.0 -6.882224e-12   
Income_Less than $10,000                             0.0  2.456156e-11   
Income_$10,000-$14,999                               0.0  2.456156e-11   
Income_$15,000-$19,999                               0.0  2.456156e-11   
Income_$20,000-$24,999                               0.0  2.456156e-11   
Income_$25,000-$34,999                               0.0  2.456156e-11   
Income_$35,000-$49,999                               0.0  2.456156e-11   
Income_$50,000-$74,999                               0.0  2.456156e-11   
Income_$75,000 or more                               0.0  2.456156e-11   
Sex_Female                                           0.0 -7.071068e-01   
Sex_Male                                             1.0  0.000000e+00   
Age_18-29                                            0.0  7.071068e-01   
Age_30-49                                            0.0  0.000000e+00   
Age_50-64                                            0.0  0.000000e+00   
Age_65+                                              0.0  0.000000e+00   

                                                            PC52  \
HighBP                                              0.000000e+00   
HighChol                                           -9.567646e-17   
CholCheck                                          -1.538653e-16   
Smoker                                              1.237986e-17   
Stroke                                             -4.004701e-15   
HeartDiseaseorAttack                                2.437232e-16   
PhysActivity                                       -1.493008e-16   
Fruits                                             -3.598593e-18   
Veggies                                             1.423062e-16   
HvyAlcoholConsump                                   1.786844e-16   
AnyHealthcare                                      -3.381835e-16   
NoDocbcCost                                        -1.431007e-16   
DiffWalk                                           -5.828743e-16   
BMI_Underweight                                     3.581351e-01   
BMI_Healthy weight                                  4.754627e-02   
BMI_Overweight                                      3.036125e-01   
BMI_Class 1 Obesity                                 2.272814e-01   
BMI_Class 2 Obesity                                -3.495986e-01   
BMI_Class 3 Obesity                                 2.951867e-01   
GenHlth_Excellent                                   5.465901e-02   
GenHlth_Very good                                   5.465901e-02   
GenHlth_Good                                        5.465901e-02   
GenHlth_Fair                                        5.465901e-02   
GenHlth_Poor                                        5.465901e-02   
MentHlth_0                                          1.244060e-01   
MentHlth_1-5                                        1.244060e-01   
MentHlth_6-10                                       1.244060e-01   
MentHlth_11-15                                      1.244060e-01   
MentHlth_16-20                                      1.244060e-01   
MentHlth_21-25                                      1.244060e-01   
MentHlth_26-30                                      1.244060e-01   
PhysHlth_0                                         -3.349439e-02   
PhysHlth_1-5                                       -3.349439e-02   
PhysHlth_6-10                                      -3.349439e-02   
PhysHlth_11-15                                     -3.349439e-02   
PhysHlth_16-20                                     -3.349439e-02   
PhysHlth_21-25                                     -3.349439e-02   
PhysHlth_26-30                                     -3.349439e-02   
Education_Never attended school or only kinderg... -3.850394e-02   
Education_Elementary                                1.455102e-01   
Education_Some high school                          1.455102e-01   
Education_High school graduate                      1.455102e-01   
Education_Some college or technical school          1.455102e-01   
Education_College graduate                          1.455102e-01   
Income_Less than $10,000                            1.145260e-01   
Income_$10,000-$14,999                              1.145260e-01   
Income_$15,000-$19,999                              1.145260e-01   
Income_$20,000-$24,999                              1.145260e-01   
Income_$25,000-$34,999                              1.145260e-01   
Income_$35,000-$49,999                              1.145260e-01   
Income_$50,000-$74,999                              1.145260e-01   
Income_$75,000 or more                              1.145260e-01   
Sex_Female                                         -2.940064e-01   
Sex_Male                                            0.000000e+00   
Age_18-29                                          -2.940064e-01   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC53  \
HighBP                                              3.567655e-16   
HighChol                                           -1.049074e-16   
CholCheck                                          -9.990383e-17   
Smoker                                             -1.422782e-16   
Stroke                                             -3.873792e-15   
HeartDiseaseorAttack                                1.270974e-16   
PhysActivity                                       -9.254685e-16   
Fruits                                              1.484058e-16   
Veggies                                             1.900590e-16   
HvyAlcoholConsump                                   1.074181e-17   
AnyHealthcare                                      -3.295352e-16   
NoDocbcCost                                        -7.329296e-17   
DiffWalk                                           -8.440354e-16   
BMI_Underweight                                    -1.998353e-02   
BMI_Healthy weight                                  4.651701e-01   
BMI_Overweight                                     -2.653540e-02   
BMI_Class 1 Obesity                                 3.119021e-02   
BMI_Class 2 Obesity                                 9.656485e-03   
BMI_Class 3 Obesity                                 4.118060e-02   
GenHlth_Excellent                                  -1.126638e-01   
GenHlth_Very good                                  -1.126638e-01   
GenHlth_Good                                       -1.126638e-01   
GenHlth_Fair                                       -1.126638e-01   
GenHlth_Poor                                       -1.126638e-01   
MentHlth_0                                          6.047946e-02   
MentHlth_1-5                                        6.047946e-02   
MentHlth_6-10                                       6.047946e-02   
MentHlth_11-15                                      6.047946e-02   
MentHlth_16-20                                      6.047946e-02   
MentHlth_21-25                                      6.047946e-02   
MentHlth_26-30                                      6.047946e-02   
PhysHlth_0                                          8.720300e-02   
PhysHlth_1-5                                        8.720300e-02   
PhysHlth_6-10                                       8.720300e-02   
PhysHlth_11-15                                      8.720300e-02   
PhysHlth_16-20                                      8.720300e-02   
PhysHlth_21-25                                      8.720300e-02   
PhysHlth_26-30                                      8.720300e-02   
Education_Never attended school or only kinderg...  7.869765e-08   
Education_Elementary                                1.471527e-01   
Education_Some high school                          1.471527e-01   
Education_High school graduate                      1.471527e-01   
Education_Some college or technical school          1.471527e-01   
Education_College graduate                          1.471527e-01   
Income_Less than $10,000                            1.365134e-01   
Income_$10,000-$14,999                              1.365134e-01   
Income_$15,000-$19,999                              1.365134e-01   
Income_$20,000-$24,999                              1.365134e-01   
Income_$25,000-$34,999                              1.365134e-01   
Income_$35,000-$49,999                              1.365134e-01   
Income_$50,000-$74,999                              1.365134e-01   
Income_$75,000 or more                              1.365134e-01   
Sex_Female                                          4.359437e-01   
Sex_Male                                            0.000000e+00   
Age_18-29                                           4.359437e-01   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC54  \
HighBP                                             -0.000000e+00   
HighChol                                            5.140525e-17   
CholCheck                                          -6.294581e-17   
Smoker                                             -1.838666e-16   
Stroke                                             -1.027092e-15   
HeartDiseaseorAttack                               -3.413403e-16   
PhysActivity                                       -3.111303e-16   
Fruits                                             -1.982593e-17   
Veggies                                            -4.105743e-18   
HvyAlcoholConsump                                  -1.914094e-16   
AnyHealthcare                                       1.452645e-17   
NoDocbcCost                                         4.320512e-17   
DiffWalk                                            2.460896e-16   
BMI_Underweight                                     2.217307e-01   
BMI_Healthy weight                                 -2.743033e-01   
BMI_Overweight                                     -1.117334e-01   
BMI_Class 1 Obesity                                -1.297811e-01   
BMI_Class 2 Obesity                                 6.041427e-01   
BMI_Class 3 Obesity                                -2.552968e-02   
GenHlth_Excellent                                  -1.628555e-02   
GenHlth_Very good                                  -1.628555e-02   
GenHlth_Good                                       -1.628555e-02   
GenHlth_Fair                                       -1.628555e-02   
GenHlth_Poor                                       -1.628555e-02   
MentHlth_0                                          1.293674e-01   
MentHlth_1-5                                        1.293674e-01   
MentHlth_6-10                                       1.293674e-01   
MentHlth_11-15                                      1.293674e-01   
MentHlth_16-20                                      1.293674e-01   
MentHlth_21-25                                      1.293674e-01   
MentHlth_26-30                                      1.293674e-01   
PhysHlth_0                                          8.909261e-02   
PhysHlth_1-5                                        8.909261e-02   
PhysHlth_6-10                                       8.909261e-02   
PhysHlth_11-15                                      8.909261e-02   
PhysHlth_16-20                                      8.909261e-02   
PhysHlth_21-25                                      8.909261e-02   
PhysHlth_26-30                                      8.909261e-02   
Education_Never attended school or only kinderg... -2.908634e-02   
Education_Elementary                               -1.145183e-01   
Education_Some high school                         -1.145183e-01   
Education_High school graduate                     -1.145183e-01   
Education_Some college or technical school         -1.145183e-01   
Education_College graduate                         -1.145183e-01   
Income_Less than $10,000                            1.659343e-01   
Income_$10,000-$14,999                              1.659343e-01   
Income_$15,000-$19,999                              1.659343e-01   
Income_$20,000-$24,999                              1.659343e-01   
Income_$25,000-$34,999                              1.659343e-01   
Income_$35,000-$49,999                              1.659343e-01   
Income_$50,000-$74,999                              1.659343e-01   
Income_$75,000 or more                              1.659343e-01   
Sex_Female                                         -9.973426e-02   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -9.973427e-02   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC55  \
HighBP                                              0.000000e+00   
HighChol                                           -1.335405e-16   
CholCheck                                           1.841417e-16   
Smoker                                             -7.376199e-17   
Stroke                                              5.519310e-16   
HeartDiseaseorAttack                               -7.073559e-18   
PhysActivity                                        6.000618e-17   
Fruits                                             -1.030052e-16   
Veggies                                            -7.239291e-18   
HvyAlcoholConsump                                  -3.362058e-17   
AnyHealthcare                                       3.730503e-16   
NoDocbcCost                                         1.156081e-16   
DiffWalk                                            1.544203e-16   
BMI_Underweight                                     5.724463e-01   
BMI_Healthy weight                                 -1.171348e-01   
BMI_Overweight                                      7.274798e-02   
BMI_Class 1 Obesity                                -7.494512e-02   
BMI_Class 2 Obesity                                -1.396439e-01   
BMI_Class 3 Obesity                                 3.934564e-01   
GenHlth_Excellent                                  -8.076326e-03   
GenHlth_Very good                                  -8.076326e-03   
GenHlth_Good                                       -8.076326e-03   
GenHlth_Fair                                       -8.076326e-03   
GenHlth_Poor                                       -8.076326e-03   
MentHlth_0                                         -1.003975e-01   
MentHlth_1-5                                       -1.003975e-01   
MentHlth_6-10                                      -1.003975e-01   
MentHlth_11-15                                     -1.003975e-01   
MentHlth_16-20                                     -1.003975e-01   
MentHlth_21-25                                     -1.003975e-01   
MentHlth_26-30                                     -1.003975e-01   
PhysHlth_0                                         -7.629891e-02   
PhysHlth_1-5                                       -7.629891e-02   
PhysHlth_6-10                                      -7.629891e-02   
PhysHlth_11-15                                     -7.629891e-02   
PhysHlth_16-20                                     -7.629891e-02   
PhysHlth_21-25                                     -7.629891e-02   
PhysHlth_26-30                                     -7.629891e-02   
Education_Never attended school or only kinderg... -2.550827e-02   
Education_Elementary                               -1.894758e-01   
Education_Some high school                         -1.894758e-01   
Education_High school graduate                     -1.894758e-01   
Education_Some college or technical school         -1.894758e-01   
Education_College graduate                         -1.894758e-01   
Income_Less than $10,000                            1.664473e-02   
Income_$10,000-$14,999                              1.664473e-02   
Income_$15,000-$19,999                              1.664473e-02   
Income_$20,000-$24,999                              1.664473e-02   
Income_$25,000-$34,999                              1.664473e-02   
Income_$35,000-$49,999                              1.664473e-02   
Income_$50,000-$74,999                              1.664473e-02   
Income_$75,000 or more                              1.664473e-02   
Sex_Female                                          2.994665e-01   
Sex_Male                                            0.000000e+00   
Age_18-29                                           2.994665e-01   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC56  \
HighBP                                              0.000000e+00   
HighChol                                            2.430389e-16   
CholCheck                                           4.171403e-16   
Smoker                                              2.441393e-16   
Stroke                                             -3.923352e-15   
HeartDiseaseorAttack                                2.049473e-15   
PhysActivity                                       -6.011467e-17   
Fruits                                              6.314571e-17   
Veggies                                            -4.510196e-17   
HvyAlcoholConsump                                  -5.087140e-17   
AnyHealthcare                                      -1.840592e-16   
NoDocbcCost                                        -6.348005e-17   
DiffWalk                                           -7.178864e-16   
BMI_Underweight                                    -2.753378e-01   
BMI_Healthy weight                                  5.130492e-01   
BMI_Overweight                                      3.013225e-01   
BMI_Class 1 Obesity                                -1.095271e-01   
BMI_Class 2 Obesity                                -1.129780e-01   
BMI_Class 3 Obesity                                 1.620451e-01   
GenHlth_Excellent                                  -3.417864e-02   
GenHlth_Very good                                  -3.417864e-02   
GenHlth_Good                                       -3.417864e-02   
GenHlth_Fair                                       -3.417864e-02   
GenHlth_Poor                                       -3.417864e-02   
MentHlth_0                                          9.471620e-02   
MentHlth_1-5                                        9.471620e-02   
MentHlth_6-10                                       9.471620e-02   
MentHlth_11-15                                      9.471620e-02   
MentHlth_16-20                                      9.471620e-02   
MentHlth_21-25                                      9.471620e-02   
MentHlth_26-30                                      9.471620e-02   
PhysHlth_0                                          4.325008e-02   
PhysHlth_1-5                                        4.325008e-02   
PhysHlth_6-10                                       4.325008e-02   
PhysHlth_11-15                                      4.325008e-02   
PhysHlth_16-20                                      4.325008e-02   
PhysHlth_21-25                                      4.325008e-02   
PhysHlth_26-30                                      4.325008e-02   
Education_Never attended school or only kinderg...  4.166191e-03   
Education_Elementary                               -2.854073e-01   
Education_Some high school                         -2.854073e-01   
Education_High school graduate                     -2.854073e-01   
Education_Some college or technical school         -2.854073e-01   
Education_College graduate                         -2.854073e-01   
Income_Less than $10,000                           -7.165803e-03   
Income_$10,000-$14,999                             -7.165803e-03   
Income_$15,000-$19,999                             -7.165803e-03   
Income_$20,000-$24,999                             -7.165803e-03   
Income_$25,000-$34,999                             -7.165803e-03   
Income_$35,000-$49,999                             -7.165803e-03   
Income_$50,000-$74,999                             -7.165803e-03   
Income_$75,000 or more                             -7.165803e-03   
Sex_Female                                         -1.218763e-01   
Sex_Male                                            0.000000e+00   
Age_18-29                                          -1.218763e-01   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC57          PC58  
HighBP                                              0.000000e+00 -0.000000e+00  
HighChol                                            1.659611e-16  5.673010e-17  
CholCheck                                           3.967561e-16  2.023016e-16  
Smoker                                              2.971000e-16  2.775101e-17  
Stroke                                             -5.048995e-15 -6.147535e-15  
HeartDiseaseorAttack                                1.332202e-15  1.585524e-15  
PhysActivity                                       -1.799826e-16 -2.917730e-16  
Fruits                                              2.027443e-16  5.937567e-17  
Veggies                                            -1.021757e-16 -1.452280e-16  
HvyAlcoholConsump                                   2.939193e-16 -1.598174e-16  
AnyHealthcare                                       2.294231e-16  4.772926e-16  
NoDocbcCost                                         1.692369e-16  4.060892e-16  
DiffWalk                                            8.381530e-16 -1.377160e-16  
BMI_Underweight                                    -2.488825e-01 -2.299773e-01  
BMI_Healthy weight                                  1.236376e-01 -1.766805e-01  
BMI_Overweight                                      9.038031e-02 -3.142310e-01  
BMI_Class 1 Obesity                                 3.732818e-02  8.221682e-01  
BMI_Class 2 Obesity                                 2.570466e-01 -7.455102e-02  
BMI_Class 3 Obesity                                 3.222334e-01  2.140647e-01  
GenHlth_Excellent                                   3.488632e-01 -5.363754e-02  
GenHlth_Very good                                   3.488632e-01 -5.363754e-02  
GenHlth_Good                                        3.488632e-01 -5.363754e-02  
GenHlth_Fair                                        3.488632e-01 -5.363754e-02  
GenHlth_Poor                                        3.488632e-01 -5.363754e-02  
MentHlth_0                                         -1.070504e-01  7.864843e-03  
MentHlth_1-5                                       -1.070504e-01  7.864843e-03  
MentHlth_6-10                                      -1.070504e-01  7.864843e-03  
MentHlth_11-15                                     -1.070504e-01  7.864843e-03  
MentHlth_16-20                                     -1.070504e-01  7.864843e-03  
MentHlth_21-25                                     -1.070504e-01  7.864843e-03  
MentHlth_26-30                                     -1.070504e-01  7.864843e-03  
PhysHlth_0                                          3.176261e-02  3.796394e-02  
PhysHlth_1-5                                        3.176261e-02  3.796394e-02  
PhysHlth_6-10                                       3.176261e-02  3.796394e-02  
PhysHlth_11-15                                      3.176261e-02  3.796394e-02  
PhysHlth_16-20                                      3.176261e-02  3.796394e-02  
PhysHlth_21-25                                      3.176261e-02  3.796394e-02  
PhysHlth_26-30                                      3.176261e-02  3.796394e-02  
Education_Never attended school or only kinderg...  4.648608e-03  4.451124e-03  
Education_Elementary                                2.741463e-02 -1.069324e-01  
Education_Some high school                          2.741463e-02 -1.069324e-01  
Education_High school graduate                      2.741463e-02 -1.069324e-01  
Education_Some college or technical school          2.741463e-02 -1.069324e-01  
Education_College graduate                          2.741463e-02 -1.069324e-01  
Income_Less than $10,000                            6.784250e-02  2.631577e-02  
Income_$10,000-$14,999                              6.784250e-02  2.631577e-02  
Income_$15,000-$19,999                              6.784250e-02  2.631577e-02  
Income_$20,000-$24,999                              6.784250e-02  2.631577e-02  
Income_$25,000-$34,999                              6.784250e-02  2.631577e-02  
Income_$35,000-$49,999                              6.784250e-02  2.631577e-02  
Income_$50,000-$74,999                              6.784250e-02  2.631577e-02  
Income_$75,000 or more                              6.784250e-02  2.631577e-02  
Sex_Female                                          5.870845e-02  3.295387e-02  
Sex_Male                                            0.000000e+00 -0.000000e+00  
Age_18-29                                           5.870845e-02  3.295387e-02  
Age_30-49                                           0.000000e+00 -0.000000e+00  
Age_50-64                                           0.000000e+00 -0.000000e+00  
Age_65+                                             0.000000e+00 -0.000000e+00  

[58 rows x 58 columns]

PCA Results for Subset_2:
        PC1       PC2       PC3       PC4       PC5       PC6       PC7  \
0  0.098514  0.488184  0.799907 -0.110986 -0.758632 -0.269842 -0.597904   
1 -1.048176 -0.177703 -0.654485  0.314032  0.843025 -0.164731  0.778465   
2  0.155894 -0.815433  0.892376  0.141612 -0.646602  0.438277  0.330750   
3  0.298246 -0.882103 -0.140217  0.246415 -0.722767  0.720609  0.793214   
4  0.277301 -0.547035  0.806740  0.104536 -0.298081  0.350875  0.240082   

        PC8       PC9      PC10  ...  PC49  PC50          PC51          PC52  \
0 -0.218295 -0.533257  0.294863  ...   0.0   0.0  3.090101e-17 -5.551115e-17   
1 -0.703178 -0.223980 -0.007533  ...   0.0   0.0  3.090101e-17 -5.551115e-17   
2  0.993272 -0.018510  0.099853  ...   0.0   0.0  3.090101e-17 -1.110223e-16   
3  0.046286 -0.316275 -0.602593  ...   0.0   0.0  3.090101e-17 -3.885781e-16   
4  0.739889 -0.221558 -0.637821  ...   0.0   0.0  3.090101e-17  0.000000e+00   

           PC53          PC54          PC55          PC56          PC57  \
0  1.554312e-15  7.216450e-16 -2.220446e-16 -4.024558e-16 -2.220446e-16   
1  6.661338e-16 -8.326673e-17 -5.551115e-17  1.526557e-16  1.110223e-16   
2  2.220446e-16  1.387779e-16  0.000000e+00  2.081668e-16  4.440892e-16   
3 -6.661338e-16  3.885781e-16  2.220446e-16 -7.910339e-16  8.881784e-16   
4 -6.661338e-16 -2.775558e-17  1.665335e-16  4.163336e-17 -2.220446e-16   

           PC58  
0  1.110223e-16  
1 -1.110223e-16  
2  7.216450e-16  
3  0.000000e+00  
4  4.440892e-16  

[5 rows x 58 columns]
No description has been provided for this image
For Subset_2, retain 22 components to explain 90% of the variance.


Explained Variance for Subset_3:
[1.10145531e-01 8.93021221e-02 7.66366571e-02 7.46655835e-02
 6.87260322e-02 5.98746525e-02 5.36368275e-02 4.94190855e-02
 4.06223855e-02 3.67326999e-02 3.09833746e-02 2.92460533e-02
 2.62901304e-02 2.26898571e-02 2.19054243e-02 1.99980519e-02
 1.90978740e-02 1.84469657e-02 1.66834855e-02 1.44511479e-02
 1.35395000e-02 1.30624330e-02 1.22669352e-02 1.17282129e-02
 1.12524399e-02 1.03855396e-02 9.42991079e-03 8.31334999e-03
 7.87156500e-03 5.45235314e-03 4.14208814e-03 3.27820937e-03
 2.07182651e-03 1.84212210e-03 1.54934825e-03 1.12455783e-03
 9.48737437e-04 7.72838021e-04 6.07350236e-04 5.95024292e-04
 2.11716721e-04 1.83377890e-17 1.27099724e-17 9.70225483e-18
 8.80756664e-18 4.37882866e-18 2.10598089e-18 1.48398073e-18
 2.59571227e-34 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00]

Cumulative Variance for Subset_3:
[0.11014553 0.19944765 0.27608431 0.35074989 0.41947593 0.47935058
 0.53298741 0.58240649 0.62302888 0.65976158 0.69074495 0.719991
 0.74628114 0.76897099 0.79087642 0.81087447 0.82997234 0.84841931
 0.86510279 0.87955394 0.89309344 0.90615587 0.91842281 0.93015102
 0.94140346 0.951789   0.96121891 0.96953226 0.97740383 0.98285618
 0.98699827 0.99027648 0.99234831 0.99419043 0.99573978 0.99686433
 0.99781307 0.99858591 0.99919326 0.99978828 1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.        ]

Loadings for Subset_3:
                                                             PC1  \
HighBP                                             -3.585307e-02   
HighChol                                           -1.564673e-02   
CholCheck                                           1.969713e-02   
Smoker                                             -1.483880e-01   
Stroke                                             -1.691615e-03   
HeartDiseaseorAttack                               -3.230710e-03   
PhysActivity                                        2.513658e-02   
Fruits                                              1.105960e-01   
Veggies                                             5.169160e-02   
HvyAlcoholConsump                                  -2.312341e-02   
AnyHealthcare                                       4.913531e-02   
NoDocbcCost                                        -9.182107e-02   
DiffWalk                                           -1.159013e-02   
BMI_Underweight                                     8.470329e-22   
BMI_Healthy weight                                  9.402598e-17   
BMI_Overweight                                     -1.058791e-22   
BMI_Class 1 Obesity                                -0.000000e+00   
BMI_Class 2 Obesity                                -0.000000e+00   
BMI_Class 3 Obesity                                -2.067952e-25   
GenHlth_Excellent                                   4.352671e-01   
GenHlth_Very good                                  -2.470163e-01   
GenHlth_Good                                       -1.460086e-01   
GenHlth_Fair                                       -3.581756e-02   
GenHlth_Poor                                       -6.424547e-03   
MentHlth_0                                          4.817632e-01   
MentHlth_1-5                                       -3.147581e-01   
MentHlth_6-10                                      -5.875522e-02   
MentHlth_11-15                                     -3.896386e-02   
MentHlth_16-20                                     -1.851948e-02   
MentHlth_21-25                                     -7.759507e-03   
MentHlth_26-30                                     -4.300702e-02   
PhysHlth_0                                          3.955887e-01   
PhysHlth_1-5                                       -3.298180e-01   
PhysHlth_6-10                                      -3.410911e-02   
PhysHlth_11-15                                     -9.082513e-03   
PhysHlth_16-20                                     -3.605614e-03   
PhysHlth_21-25                                     -2.861136e-04   
PhysHlth_26-30                                     -1.868742e-02   
Education_Never attended school or only kinderg... -5.530595e-04   
Education_Elementary                                3.410484e-04   
Education_Some high school                         -5.369803e-03   
Education_High school graduate                     -6.416674e-02   
Education_Some college or technical school         -1.347402e-01   
Education_College graduate                          2.044888e-01   
Income_Less than $10,000                           -2.178701e-02   
Income_$10,000-$14,999                             -1.048276e-02   
Income_$15,000-$19,999                             -1.491361e-02   
Income_$20,000-$24,999                             -1.568990e-02   
Income_$25,000-$34,999                             -3.091485e-02   
Income_$35,000-$49,999                              1.469694e-03   
Income_$50,000-$74,999                              3.560471e-02   
Income_$75,000 or more                              5.671374e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                            9.402634e-17   
Age_18-29                                           9.402634e-17   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC2  \
HighBP                                              1.346410e-03   
HighChol                                            2.578651e-02   
CholCheck                                           1.678068e-02   
Smoker                                             -2.326260e-01   
Stroke                                             -1.775930e-03   
HeartDiseaseorAttack                               -5.894020e-03   
PhysActivity                                        9.216908e-02   
Fruits                                              1.112886e-01   
Veggies                                             1.430895e-01   
HvyAlcoholConsump                                  -2.728263e-02   
AnyHealthcare                                       1.450656e-01   
NoDocbcCost                                        -7.235076e-02   
DiffWalk                                           -1.568612e-02   
BMI_Underweight                                    -3.469447e-18   
BMI_Healthy weight                                  4.513511e-17   
BMI_Overweight                                      4.336809e-19   
BMI_Class 1 Obesity                                -0.000000e+00   
BMI_Class 2 Obesity                                 2.710505e-20   
BMI_Class 3 Obesity                                -6.776264e-21   
GenHlth_Excellent                                  -9.115135e-02   
GenHlth_Very good                                   3.052256e-01   
GenHlth_Good                                       -1.725770e-01   
GenHlth_Fair                                       -3.328570e-02   
GenHlth_Poor                                       -8.211572e-03   
MentHlth_0                                         -1.124200e-01   
MentHlth_1-5                                        1.531564e-01   
MentHlth_6-10                                       3.402139e-03   
MentHlth_11-15                                     -3.719215e-03   
MentHlth_16-20                                     -4.940712e-03   
MentHlth_21-25                                     -4.395654e-03   
MentHlth_26-30                                     -3.108289e-02   
PhysHlth_0                                         -1.049312e-01   
PhysHlth_1-5                                        1.334523e-01   
PhysHlth_6-10                                      -1.441601e-02   
PhysHlth_11-15                                      1.689605e-03   
PhysHlth_16-20                                     -3.661348e-03   
PhysHlth_21-25                                      2.256083e-03   
PhysHlth_26-30                                     -1.438941e-02   
Education_Never attended school or only kinderg...  1.107577e-05   
Education_Elementary                               -2.258728e-03   
Education_Some high school                         -2.363542e-02   
Education_High school graduate                     -3.471884e-01   
Education_Some college or technical school         -2.369297e-01   
Education_College graduate                          6.100011e-01   
Income_Less than $10,000                           -3.655465e-02   
Income_$10,000-$14,999                             -2.905792e-02   
Income_$15,000-$19,999                             -6.506398e-02   
Income_$20,000-$24,999                             -7.947488e-02   
Income_$25,000-$34,999                             -7.078391e-02   
Income_$35,000-$49,999                             -5.375010e-02   
Income_$50,000-$74,999                              6.903523e-03   
Income_$75,000 or more                              3.277819e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                            4.500042e-17   
Age_18-29                                           4.500042e-17   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC3  \
HighBP                                              7.619392e-03   
HighChol                                            1.440381e-02   
CholCheck                                           5.169626e-03   
Smoker                                              4.890451e-02   
Stroke                                              3.618004e-05   
HeartDiseaseorAttack                               -2.138128e-03   
PhysActivity                                       -6.787672e-02   
Fruits                                             -1.141356e-01   
Veggies                                            -1.057943e-01   
HvyAlcoholConsump                                  -1.996385e-02   
AnyHealthcare                                      -3.320451e-02   
NoDocbcCost                                        -1.997868e-02   
DiffWalk                                           -2.477167e-03   
BMI_Underweight                                     0.000000e+00   
BMI_Healthy weight                                  6.621281e-17   
BMI_Overweight                                     -1.387779e-17   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                 1.734723e-18   
BMI_Class 3 Obesity                                 4.336809e-19   
GenHlth_Excellent                                  -4.855923e-01   
GenHlth_Very good                                   5.992020e-01   
GenHlth_Good                                       -9.926581e-02   
GenHlth_Fair                                       -1.492682e-02   
GenHlth_Poor                                        5.829867e-04   
MentHlth_0                                          3.323859e-01   
MentHlth_1-5                                       -3.015633e-01   
MentHlth_6-10                                      -1.290528e-02   
MentHlth_11-15                                      8.644300e-04   
MentHlth_16-20                                     -3.483709e-03   
MentHlth_21-25                                     -3.372562e-03   
MentHlth_26-30                                     -1.192557e-02   
PhysHlth_0                                          1.577448e-01   
PhysHlth_1-5                                       -1.411942e-01   
PhysHlth_6-10                                      -8.267038e-03   
PhysHlth_11-15                                      5.261120e-04   
PhysHlth_16-20                                     -4.400953e-03   
PhysHlth_21-25                                     -2.416553e-03   
PhysHlth_26-30                                     -1.992173e-03   
Education_Never attended school or only kinderg...  3.659494e-04   
Education_Elementary                                1.664181e-03   
Education_Some high school                          5.247094e-03   
Education_High school graduate                      2.171175e-01   
Education_Some college or technical school         -2.136083e-01   
Education_College graduate                         -1.078635e-02   
Income_Less than $10,000                           -8.051636e-03   
Income_$10,000-$14,999                             -1.449167e-04   
Income_$15,000-$19,999                             -3.192032e-03   
Income_$20,000-$24,999                              1.609526e-02   
Income_$25,000-$34,999                              5.383722e-02   
Income_$35,000-$49,999                              2.152370e-02   
Income_$50,000-$74,999                              4.706214e-02   
Income_$75,000 or more                             -1.271297e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            4.125165e-17   
Age_18-29                                           4.125165e-17   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC4  \
HighBP                                             -2.250316e-02   
HighChol                                           -3.246765e-02   
CholCheck                                          -7.417479e-03   
Smoker                                              4.937370e-03   
Stroke                                             -2.768045e-03   
HeartDiseaseorAttack                               -8.285061e-04   
PhysActivity                                        7.250561e-02   
Fruits                                              2.585221e-01   
Veggies                                             1.360589e-01   
HvyAlcoholConsump                                   4.033590e-03   
AnyHealthcare                                       1.294978e-02   
NoDocbcCost                                        -4.195670e-02   
DiffWalk                                           -9.335387e-03   
BMI_Underweight                                    -2.775558e-17   
BMI_Healthy weight                                  7.964399e-17   
BMI_Overweight                                     -6.938894e-18   
BMI_Class 1 Obesity                                 3.469447e-18   
BMI_Class 2 Obesity                                 1.734723e-18   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                  -5.610978e-02   
GenHlth_Very good                                   3.101735e-01   
GenHlth_Good                                       -2.116129e-01   
GenHlth_Fair                                       -3.261997e-02   
GenHlth_Poor                                       -9.830922e-03   
MentHlth_0                                         -1.438467e-01   
MentHlth_1-5                                        1.965533e-01   
MentHlth_6-10                                      -5.394411e-03   
MentHlth_11-15                                     -4.402152e-04   
MentHlth_16-20                                     -1.059365e-02   
MentHlth_21-25                                     -4.655983e-03   
MentHlth_26-30                                     -3.162232e-02   
PhysHlth_0                                          3.899997e-01   
PhysHlth_1-5                                       -3.173380e-01   
PhysHlth_6-10                                      -4.032792e-02   
PhysHlth_11-15                                     -6.454944e-03   
PhysHlth_16-20                                     -9.703751e-04   
PhysHlth_21-25                                     -4.454019e-04   
PhysHlth_26-30                                     -2.446306e-02   
Education_Never attended school or only kinderg...  3.136678e-04   
Education_Elementary                               -1.543161e-04   
Education_Some high school                         -1.259151e-02   
Education_High school graduate                     -2.738032e-01   
Education_Some college or technical school          5.408036e-01   
Education_College graduate                         -2.545682e-01   
Income_Less than $10,000                            6.768810e-04   
Income_$10,000-$14,999                             -1.423508e-02   
Income_$15,000-$19,999                              1.087771e-02   
Income_$20,000-$24,999                             -1.975425e-02   
Income_$25,000-$34,999                              1.605212e-02   
Income_$35,000-$49,999                             -1.230142e-02   
Income_$50,000-$74,999                             -6.537840e-02   
Income_$75,000 or more                              8.406244e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                            7.373858e-17   
Age_18-29                                           7.373858e-17   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC5  \
HighBP                                             -5.505044e-03   
HighChol                                           -1.065146e-03   
CholCheck                                          -2.048232e-02   
Smoker                                              6.996586e-02   
Stroke                                              4.158264e-04   
HeartDiseaseorAttack                               -3.995942e-03   
PhysActivity                                       -4.534795e-02   
Fruits                                             -2.609997e-01   
Veggies                                            -1.234917e-01   
HvyAlcoholConsump                                   8.105753e-03   
AnyHealthcare                                      -1.170411e-03   
NoDocbcCost                                         2.300991e-02   
DiffWalk                                           -1.270107e-02   
BMI_Underweight                                    -0.000000e+00   
BMI_Healthy weight                                  1.371850e-16   
BMI_Overweight                                      2.775558e-17   
BMI_Class 1 Obesity                                -2.775558e-17   
BMI_Class 2 Obesity                                -0.000000e+00   
BMI_Class 3 Obesity                                -3.469447e-18   
GenHlth_Excellent                                   1.075705e-03   
GenHlth_Very good                                  -6.687873e-02   
GenHlth_Good                                        6.812204e-02   
GenHlth_Fair                                       -4.151034e-03   
GenHlth_Poor                                        1.832021e-03   
MentHlth_0                                         -4.230650e-01   
MentHlth_1-5                                        3.955988e-01   
MentHlth_6-10                                       5.799054e-03   
MentHlth_11-15                                      5.498325e-03   
MentHlth_16-20                                     -1.950645e-04   
MentHlth_21-25                                      1.654368e-03   
MentHlth_26-30                                      1.470952e-02   
PhysHlth_0                                          4.255687e-01   
PhysHlth_1-5                                       -4.023865e-01   
PhysHlth_6-10                                      -1.140689e-02   
PhysHlth_11-15                                     -7.056123e-03   
PhysHlth_16-20                                     -2.966811e-03   
PhysHlth_21-25                                     -2.003051e-03   
PhysHlth_26-30                                      2.506704e-04   
Education_Never attended school or only kinderg...  2.644438e-04   
Education_Elementary                                7.578164e-04   
Education_Some high school                          4.582182e-03   
Education_High school graduate                      2.002749e-01   
Education_Some college or technical school         -3.689324e-01   
Education_College graduate                          1.630530e-01   
Income_Less than $10,000                           -3.428974e-03   
Income_$10,000-$14,999                             -7.632970e-03   
Income_$15,000-$19,999                             -5.894044e-03   
Income_$20,000-$24,999                             -9.773893e-03   
Income_$25,000-$34,999                             -2.367765e-02   
Income_$35,000-$49,999                              4.057112e-02   
Income_$50,000-$74,999                              9.166770e-02   
Income_$75,000 or more                             -8.183129e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                            1.523858e-16   
Age_18-29                                           1.523858e-16   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC6  \
HighBP                                              2.177063e-03   
HighChol                                           -1.147039e-02   
CholCheck                                          -7.691699e-04   
Smoker                                              2.570948e-01   
Stroke                                             -2.970154e-03   
HeartDiseaseorAttack                               -1.887353e-03   
PhysActivity                                        5.256517e-02   
Fruits                                              7.130691e-01   
Veggies                                             3.992075e-01   
HvyAlcoholConsump                                   1.811281e-02   
AnyHealthcare                                      -3.595664e-02   
NoDocbcCost                                         2.951852e-02   
DiffWalk                                            4.587177e-03   
BMI_Underweight                                    -5.551115e-17   
BMI_Healthy weight                                  7.041945e-17   
BMI_Overweight                                      1.110223e-16   
BMI_Class 1 Obesity                                -0.000000e+00   
BMI_Class 2 Obesity                                -1.110223e-16   
BMI_Class 3 Obesity                                -2.775558e-17   
GenHlth_Excellent                                  -1.759772e-02   
GenHlth_Very good                                  -1.991075e-03   
GenHlth_Good                                        8.899116e-03   
GenHlth_Fair                                        1.198874e-02   
GenHlth_Poor                                       -1.299058e-03   
MentHlth_0                                         -7.102638e-02   
MentHlth_1-5                                        4.422490e-02   
MentHlth_6-10                                       1.862058e-02   
MentHlth_11-15                                     -8.120248e-03   
MentHlth_16-20                                      3.443224e-03   
MentHlth_21-25                                     -2.105736e-03   
MentHlth_26-30                                      1.496365e-02   
PhysHlth_0                                         -1.208932e-02   
PhysHlth_1-5                                       -2.606557e-03   
PhysHlth_6-10                                       1.406688e-02   
PhysHlth_11-15                                     -5.356810e-04   
PhysHlth_16-20                                     -2.059183e-04   
PhysHlth_21-25                                     -3.733486e-04   
PhysHlth_26-30                                      1.743945e-03   
Education_Never attended school or only kinderg...  4.293186e-04   
Education_Elementary                                2.403366e-04   
Education_Some high school                          4.199030e-03   
Education_High school graduate                      3.676730e-01   
Education_Some college or technical school         -3.200575e-01   
Education_College graduate                         -5.248415e-02   
Income_Less than $10,000                           -2.697300e-02   
Income_$10,000-$14,999                              4.169075e-03   
Income_$15,000-$19,999                              1.431325e-05   
Income_$20,000-$24,999                              2.286366e-02   
Income_$25,000-$34,999                              4.380102e-02   
Income_$35,000-$49,999                              3.300107e-02   
Income_$50,000-$74,999                             -8.573180e-02   
Income_$75,000 or more                              8.855670e-03   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -1.332251e-17   
Age_18-29                                          -1.332251e-17   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC7  \
HighBP                                              6.967853e-03   
HighChol                                            3.227996e-03   
CholCheck                                           6.838490e-03   
Smoker                                              1.610894e-01   
Stroke                                             -2.468007e-04   
HeartDiseaseorAttack                                1.579072e-03   
PhysActivity                                        6.584757e-03   
Fruits                                             -1.940020e-01   
Veggies                                            -7.025741e-02   
HvyAlcoholConsump                                   3.884696e-02   
AnyHealthcare                                       1.601129e-02   
NoDocbcCost                                        -5.512152e-02   
DiffWalk                                            2.529272e-03   
BMI_Underweight                                     2.775558e-17   
BMI_Healthy weight                                 -1.325461e-16   
BMI_Overweight                                      5.551115e-17   
BMI_Class 1 Obesity                                 1.665335e-16   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                 5.551115e-17   
GenHlth_Excellent                                  -3.620872e-02   
GenHlth_Very good                                  -3.525756e-02   
GenHlth_Good                                        6.272887e-02   
GenHlth_Fair                                        9.746513e-03   
GenHlth_Poor                                       -1.009107e-03   
MentHlth_0                                          2.388896e-02   
MentHlth_1-5                                       -7.469687e-02   
MentHlth_6-10                                       2.914253e-02   
MentHlth_11-15                                      1.094703e-02   
MentHlth_16-20                                      1.405924e-03   
MentHlth_21-25                                      2.361348e-03   
MentHlth_26-30                                      6.951070e-03   
PhysHlth_0                                          5.343339e-02   
PhysHlth_1-5                                       -5.027684e-02   
PhysHlth_6-10                                      -3.141679e-03   
PhysHlth_11-15                                     -6.037875e-03   
PhysHlth_16-20                                      2.419891e-03   
PhysHlth_21-25                                      1.252821e-04   
PhysHlth_26-30                                      3.477829e-03   
Education_Never attended school or only kinderg...  9.586873e-04   
Education_Elementary                               -8.304401e-04   
Education_Some high school                          8.234155e-03   
Education_High school graduate                      2.064649e-01   
Education_Some college or technical school         -4.035893e-02   
Education_College graduate                         -1.744683e-01   
Income_Less than $10,000                           -2.201981e-02   
Income_$10,000-$14,999                             -6.198067e-03   
Income_$15,000-$19,999                             -3.593411e-02   
Income_$20,000-$24,999                             -3.553572e-02   
Income_$25,000-$34,999                             -7.962049e-02   
Income_$35,000-$49,999                             -1.976829e-01   
Income_$50,000-$74,999                             -4.085749e-01   
Income_$75,000 or more                              7.855660e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                           -1.526564e-17   
Age_18-29                                          -1.526564e-17   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC8  \
HighBP                                              7.638037e-02   
HighChol                                            6.583053e-02   
CholCheck                                          -4.791163e-03   
Smoker                                              3.589869e-01   
Stroke                                              2.226167e-04   
HeartDiseaseorAttack                                3.871350e-03   
PhysActivity                                       -3.645156e-02   
Fruits                                              9.269779e-02   
Veggies                                             6.021913e-02   
HvyAlcoholConsump                                   4.125198e-02   
AnyHealthcare                                       7.900166e-03   
NoDocbcCost                                         8.886448e-02   
DiffWalk                                            7.592926e-03   
BMI_Underweight                                    -6.938894e-18   
BMI_Healthy weight                                  1.484232e-16   
BMI_Overweight                                      1.387779e-17   
BMI_Class 1 Obesity                                -1.040834e-17   
BMI_Class 2 Obesity                                -0.000000e+00   
BMI_Class 3 Obesity                                -3.469447e-18   
GenHlth_Excellent                                  -3.715912e-01   
GenHlth_Very good                                  -2.191099e-01   
GenHlth_Good                                        5.663133e-01   
GenHlth_Fair                                        2.074024e-02   
GenHlth_Poor                                        3.647596e-03   
MentHlth_0                                          5.552434e-02   
MentHlth_1-5                                       -1.824910e-01   
MentHlth_6-10                                       4.185593e-02   
MentHlth_11-15                                      3.192739e-02   
MentHlth_16-20                                      5.215868e-03   
MentHlth_21-25                                      8.352235e-03   
MentHlth_26-30                                      3.961526e-02   
PhysHlth_0                                          1.066540e-01   
PhysHlth_1-5                                       -1.814801e-01   
PhysHlth_6-10                                       4.223435e-02   
PhysHlth_11-15                                      5.834076e-03   
PhysHlth_16-20                                      5.289266e-03   
PhysHlth_21-25                                     -1.005388e-03   
PhysHlth_26-30                                      2.247378e-02   
Education_Never attended school or only kinderg...  1.763057e-04   
Education_Elementary                                3.456722e-03   
Education_Some high school                          3.979219e-02   
Education_High school graduate                     -3.995734e-01   
Education_Some college or technical school          8.966563e-02   
Education_College graduate                          2.664826e-01   
Income_Less than $10,000                           -1.290503e-02   
Income_$10,000-$14,999                              7.465444e-03   
Income_$15,000-$19,999                              9.588467e-03   
Income_$20,000-$24,999                             -1.920238e-03   
Income_$25,000-$34,999                              2.167049e-02   
Income_$35,000-$49,999                              1.618962e-02   
Income_$50,000-$74,999                             -3.962699e-02   
Income_$75,000 or more                             -4.617617e-04   
Sex_Female                                         -0.000000e+00   
Sex_Male                                            9.953565e-17   
Age_18-29                                           9.953565e-17   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC9  \
HighBP                                              3.978479e-02   
HighChol                                           -2.971540e-02   
CholCheck                                          -3.114207e-02   
Smoker                                              7.422605e-01   
Stroke                                              3.594618e-03   
HeartDiseaseorAttack                                4.488635e-03   
PhysActivity                                       -1.077629e-02   
Fruits                                             -1.991607e-01   
Veggies                                             2.803700e-03   
HvyAlcoholConsump                                   1.042368e-01   
AnyHealthcare                                      -5.513898e-02   
NoDocbcCost                                         2.167030e-02   
DiffWalk                                            1.787244e-02   
BMI_Underweight                                    -8.326673e-17   
BMI_Healthy weight                                 -5.686960e-18   
BMI_Overweight                                      2.775558e-17   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                 1.387779e-17   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                   2.717448e-01   
GenHlth_Very good                                   1.126674e-01   
GenHlth_Good                                       -4.176644e-01   
GenHlth_Fair                                        2.727161e-02   
GenHlth_Poor                                        5.980553e-03   
MentHlth_0                                         -1.586161e-03   
MentHlth_1-5                                       -2.883395e-02   
MentHlth_6-10                                      -1.610734e-02   
MentHlth_11-15                                      1.740806e-02   
MentHlth_16-20                                      7.930324e-03   
MentHlth_21-25                                     -7.291563e-03   
MentHlth_26-30                                      2.848063e-02   
PhysHlth_0                                         -7.075341e-02   
PhysHlth_1-5                                        6.913518e-02   
PhysHlth_6-10                                      -3.085504e-03   
PhysHlth_11-15                                     -1.505503e-03   
PhysHlth_16-20                                      1.782594e-03   
PhysHlth_21-25                                      8.563828e-04   
PhysHlth_26-30                                      3.570263e-03   
Education_Never attended school or only kinderg...  6.981598e-04   
Education_Elementary                               -3.089457e-03   
Education_Some high school                          2.318738e-02   
Education_High school graduate                     -1.676790e-01   
Education_Some college or technical school         -1.485624e-02   
Education_College graduate                          1.617392e-01   
Income_Less than $10,000                           -1.436283e-02   
Income_$10,000-$14,999                             -1.508705e-02   
Income_$15,000-$19,999                              1.538621e-02   
Income_$20,000-$24,999                             -2.191671e-02   
Income_$25,000-$34,999                              8.602699e-02   
Income_$35,000-$49,999                              1.689188e-01   
Income_$50,000-$74,999                             -1.328775e-01   
Income_$75,000 or more                             -8.608790e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                            4.707818e-18   
Age_18-29                                           4.707818e-18   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC10  ...  \
HighBP                                              6.758600e-03  ...   
HighChol                                           -4.044934e-03  ...   
CholCheck                                           3.229124e-02  ...   
Smoker                                              2.640092e-01  ...   
Stroke                                             -2.540115e-03  ...   
HeartDiseaseorAttack                                2.177934e-03  ...   
PhysActivity                                        3.946303e-02  ...   
Fruits                                             -9.842743e-02  ...   
Veggies                                             2.062361e-01  ...   
HvyAlcoholConsump                                   5.777807e-02  ...   
AnyHealthcare                                       1.381852e-01  ...   
NoDocbcCost                                        -9.744338e-02  ...   
DiffWalk                                            3.973570e-03  ...   
BMI_Underweight                                     1.700029e-16  ...   
BMI_Healthy weight                                 -1.504955e-16  ...   
BMI_Overweight                                     -1.665335e-16  ...   
BMI_Class 1 Obesity                                -2.775558e-17  ...   
BMI_Class 2 Obesity                                 2.081668e-16  ...   
BMI_Class 3 Obesity                                -1.110223e-16  ...   
GenHlth_Excellent                                   2.312313e-02  ...   
GenHlth_Very good                                   6.244720e-03  ...   
GenHlth_Good                                       -6.003393e-03  ...   
GenHlth_Fair                                       -1.757479e-02  ...   
GenHlth_Poor                                       -5.789673e-03  ...   
MentHlth_0                                          3.305951e-02  ...   
MentHlth_1-5                                        2.899747e-03  ...   
MentHlth_6-10                                      -1.573930e-02  ...   
MentHlth_11-15                                     -1.153817e-02  ...   
MentHlth_16-20                                      5.569668e-03  ...   
MentHlth_21-25                                      4.231485e-03  ...   
MentHlth_26-30                                     -1.848294e-02  ...   
PhysHlth_0                                         -1.807946e-02  ...   
PhysHlth_1-5                                        1.562336e-02  ...   
PhysHlth_6-10                                       9.052912e-03  ...   
PhysHlth_11-15                                     -3.719146e-03  ...   
PhysHlth_16-20                                     -3.119482e-03  ...   
PhysHlth_21-25                                      9.637443e-04  ...   
PhysHlth_26-30                                     -7.219273e-04  ...   
Education_Never attended school or only kinderg...  8.318293e-05  ...   
Education_Elementary                               -2.034295e-03  ...   
Education_Some high school                         -1.730415e-02  ...   
Education_High school graduate                      4.817834e-02  ...   
Education_Some college or technical school          4.423003e-02  ...   
Education_College graduate                         -7.315311e-02  ...   
Income_Less than $10,000                           -2.971964e-02  ...   
Income_$10,000-$14,999                             -3.625944e-03  ...   
Income_$15,000-$19,999                             -5.002621e-02  ...   
Income_$20,000-$24,999                             -6.615032e-02  ...   
Income_$25,000-$34,999                             -4.470156e-02  ...   
Income_$35,000-$49,999                             -5.879285e-01  ...   
Income_$50,000-$74,999                              6.815162e-01  ...   
Income_$75,000 or more                              1.006359e-01  ...   
Sex_Female                                         -0.000000e+00  ...   
Sex_Male                                           -3.326324e-17  ...   
Age_18-29                                          -3.326324e-17  ...   
Age_30-49                                          -0.000000e+00  ...   
Age_50-64                                          -0.000000e+00  ...   
Age_65+                                            -0.000000e+00  ...   

                                                            PC49  PC50  PC51  \
HighBP                                             -0.000000e+00   0.0   0.0   
HighChol                                            8.015429e-29   0.0   0.0   
CholCheck                                          -1.042992e-28   0.0   0.0   
Smoker                                              1.664362e-29   0.0   0.0   
Stroke                                              1.474420e-27   0.0   0.0   
HeartDiseaseorAttack                               -6.423485e-28   0.0   0.0   
PhysActivity                                       -8.373943e-30   0.0   0.0   
Fruits                                             -1.934218e-29   0.0   0.0   
Veggies                                             8.955300e-29   0.0   0.0   
HvyAlcoholConsump                                  -5.071919e-29   0.0   0.0   
AnyHealthcare                                       7.927567e-29   0.0   0.0   
NoDocbcCost                                         2.664366e-29   0.0   0.0   
DiffWalk                                            1.493901e-28   0.0   0.0   
BMI_Underweight                                     2.882164e-14   0.0   0.0   
BMI_Healthy weight                                 -1.261078e-13   0.0   0.0   
BMI_Overweight                                      3.040776e-14   0.0   0.0   
BMI_Class 1 Obesity                                 9.670633e-14   0.0   0.0   
BMI_Class 2 Obesity                                -2.452503e-13   0.0   0.0   
BMI_Class 3 Obesity                                 8.063948e-14   0.0   0.0   
GenHlth_Excellent                                   3.675114e-14   0.0   0.0   
GenHlth_Very good                                   3.675114e-14   0.0   0.0   
GenHlth_Good                                        3.675114e-14   0.0   0.0   
GenHlth_Fair                                        3.675114e-14   0.0   0.0   
GenHlth_Poor                                        3.675114e-14   0.0   0.0   
MentHlth_0                                         -5.124673e-14   0.0   0.0   
MentHlth_1-5                                       -5.124673e-14   0.0   0.0   
MentHlth_6-10                                      -5.124673e-14   0.0   0.0   
MentHlth_11-15                                     -5.124673e-14   0.0   0.0   
MentHlth_16-20                                     -5.124673e-14   0.0   0.0   
MentHlth_21-25                                     -5.124673e-14   0.0   0.0   
MentHlth_26-30                                     -5.124673e-14   0.0   0.0   
PhysHlth_0                                          2.752645e-14   0.0   0.0   
PhysHlth_1-5                                        2.752645e-14   0.0   0.0   
PhysHlth_6-10                                       2.752645e-14   0.0   0.0   
PhysHlth_11-15                                      2.752645e-14   0.0   0.0   
PhysHlth_16-20                                      2.752645e-14   0.0   0.0   
PhysHlth_21-25                                      2.752645e-14   0.0   0.0   
PhysHlth_26-30                                      2.752645e-14   0.0   0.0   
Education_Never attended school or only kinderg... -2.467745e-14   0.0   0.0   
Education_Elementary                               -2.467745e-14   0.0   0.0   
Education_Some high school                         -2.467745e-14   0.0   0.0   
Education_High school graduate                     -2.467745e-14   0.0   0.0   
Education_Some college or technical school         -2.467745e-14   0.0   0.0   
Education_College graduate                         -2.467745e-14   0.0   0.0   
Income_Less than $10,000                           -1.267269e-13   0.0   0.0   
Income_$10,000-$14,999                             -1.267269e-13   0.0   0.0   
Income_$15,000-$19,999                             -1.267269e-13   0.0   0.0   
Income_$20,000-$24,999                             -1.267269e-13   0.0   0.0   
Income_$25,000-$34,999                             -1.267269e-13   0.0   0.0   
Income_$35,000-$49,999                             -1.267269e-13   0.0   0.0   
Income_$50,000-$74,999                             -1.267269e-13   0.0   0.0   
Income_$75,000 or more                             -1.267269e-13   0.0   0.0   
Sex_Female                                          8.166165e-13   0.0   0.0   
Sex_Male                                           -7.071068e-01   0.0   0.0   
Age_18-29                                           7.071068e-01   0.0   0.0   
Age_30-49                                          -0.000000e+00   0.0   0.0   
Age_50-64                                          -0.000000e+00   0.0   1.0   
Age_65+                                            -0.000000e+00   1.0   0.0   

                                                    PC52          PC53  \
HighBP                                               0.0 -0.000000e+00   
HighChol                                             0.0 -5.197994e-33   
CholCheck                                            0.0  1.755964e-32   
Smoker                                               0.0  2.443925e-33   
Stroke                                               0.0 -3.962915e-32   
HeartDiseaseorAttack                                 0.0 -9.998373e-32   
PhysActivity                                         0.0 -3.097028e-32   
Fruits                                               0.0  9.960171e-34   
Veggies                                              0.0  3.605455e-34   
HvyAlcoholConsump                                    0.0  1.433166e-32   
AnyHealthcare                                        0.0 -1.812199e-33   
NoDocbcCost                                          0.0 -1.340878e-32   
DiffWalk                                             0.0  4.183265e-32   
BMI_Underweight                                      0.0 -1.028528e-17   
BMI_Healthy weight                                   0.0 -3.338898e-17   
BMI_Overweight                                       0.0  4.601724e-17   
BMI_Class 1 Obesity                                  0.0  7.608501e-18   
BMI_Class 2 Obesity                                  0.0 -3.892252e-17   
BMI_Class 3 Obesity                                  0.0  1.350884e-17   
GenHlth_Excellent                                    0.0  3.667259e-18   
GenHlth_Very good                                    0.0  3.667259e-18   
GenHlth_Good                                         0.0  3.667259e-18   
GenHlth_Fair                                         0.0  3.667259e-18   
GenHlth_Poor                                         0.0  3.667259e-18   
MentHlth_0                                           0.0  5.675164e-18   
MentHlth_1-5                                         0.0  5.675164e-18   
MentHlth_6-10                                        0.0  5.675164e-18   
MentHlth_11-15                                       0.0  5.675164e-18   
MentHlth_16-20                                       0.0  5.675164e-18   
MentHlth_21-25                                       0.0  5.675164e-18   
MentHlth_26-30                                       0.0  5.675164e-18   
PhysHlth_0                                           0.0  3.337874e-18   
PhysHlth_1-5                                         0.0  3.337874e-18   
PhysHlth_6-10                                        0.0  3.337874e-18   
PhysHlth_11-15                                       0.0  3.337874e-18   
PhysHlth_16-20                                       0.0  3.337874e-18   
PhysHlth_21-25                                       0.0  3.337874e-18   
PhysHlth_26-30                                       0.0  3.337874e-18   
Education_Never attended school or only kinderg...   0.0 -1.141065e-17   
Education_Elementary                                 0.0 -1.141065e-17   
Education_Some high school                           0.0 -1.141065e-17   
Education_High school graduate                       0.0 -1.141065e-17   
Education_Some college or technical school           0.0 -1.141065e-17   
Education_College graduate                           0.0 -1.141065e-17   
Income_Less than $10,000                             0.0  1.974675e-17   
Income_$10,000-$14,999                               0.0  1.974675e-17   
Income_$15,000-$19,999                               0.0  1.974675e-17   
Income_$20,000-$24,999                               0.0  1.974675e-17   
Income_$25,000-$34,999                               0.0  1.974675e-17   
Income_$35,000-$49,999                               0.0  1.974675e-17   
Income_$50,000-$74,999                               0.0  1.974675e-17   
Income_$75,000 or more                               0.0  1.974675e-17   
Sex_Female                                           0.0  1.000000e+00   
Sex_Male                                             0.0  5.773766e-13   
Age_18-29                                            0.0 -5.773663e-13   
Age_30-49                                            1.0 -0.000000e+00   
Age_50-64                                            0.0 -0.000000e+00   
Age_65+                                              0.0 -0.000000e+00   

                                                            PC54  \
HighBP                                             -0.000000e+00   
HighChol                                           -1.101632e-17   
CholCheck                                          -6.201406e-17   
Smoker                                              4.748978e-17   
Stroke                                             -1.870922e-17   
HeartDiseaseorAttack                                1.648770e-16   
PhysActivity                                       -1.502477e-16   
Fruits                                              2.374264e-17   
Veggies                                            -7.732525e-18   
HvyAlcoholConsump                                   1.214250e-16   
AnyHealthcare                                       1.032046e-16   
NoDocbcCost                                         8.341833e-18   
DiffWalk                                            1.024059e-15   
BMI_Underweight                                    -1.536929e-01   
BMI_Healthy weight                                 -2.617456e-01   
BMI_Overweight                                      4.156996e-01   
BMI_Class 1 Obesity                                 9.091588e-02   
BMI_Class 2 Obesity                                -3.815356e-01   
BMI_Class 3 Obesity                                -4.147043e-02   
GenHlth_Excellent                                   6.599289e-02   
GenHlth_Very good                                   6.599289e-02   
GenHlth_Good                                        6.599289e-02   
GenHlth_Fair                                        6.599289e-02   
GenHlth_Poor                                        6.599289e-02   
MentHlth_0                                          4.750749e-02   
MentHlth_1-5                                        4.750749e-02   
MentHlth_6-10                                       4.750749e-02   
MentHlth_11-15                                      4.750749e-02   
MentHlth_16-20                                      4.750749e-02   
MentHlth_21-25                                      4.750749e-02   
MentHlth_26-30                                      4.750749e-02   
PhysHlth_0                                          9.246613e-02   
PhysHlth_1-5                                        9.246613e-02   
PhysHlth_6-10                                       9.246613e-02   
PhysHlth_11-15                                      9.246613e-02   
PhysHlth_16-20                                      9.246613e-02   
PhysHlth_21-25                                      9.246613e-02   
PhysHlth_26-30                                      9.246613e-02   
Education_Never attended school or only kinderg... -1.346981e-01   
Education_Elementary                               -1.346981e-01   
Education_Some high school                         -1.346981e-01   
Education_High school graduate                     -1.346981e-01   
Education_Some college or technical school         -1.346981e-01   
Education_College graduate                         -1.346981e-01   
Income_Less than $10,000                           -2.151944e-01   
Income_$10,000-$14,999                             -2.151944e-01   
Income_$15,000-$19,999                             -2.151944e-01   
Income_$20,000-$24,999                             -2.151944e-01   
Income_$25,000-$34,999                             -2.151944e-01   
Income_$35,000-$49,999                             -2.151944e-01   
Income_$50,000-$74,999                             -2.151944e-01   
Income_$75,000 or more                             -2.151944e-01   
Sex_Female                                         -2.081668e-17   
Sex_Male                                            3.709547e-02   
Age_18-29                                           3.709547e-02   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC55  \
HighBP                                              0.000000e+00   
HighChol                                            1.308188e-16   
CholCheck                                          -7.426326e-17   
Smoker                                              1.779973e-17   
Stroke                                             -5.319858e-15   
HeartDiseaseorAttack                               -1.715016e-15   
PhysActivity                                        6.024546e-17   
Fruits                                             -3.763690e-17   
Veggies                                            -8.427301e-18   
HvyAlcoholConsump                                   1.587625e-16   
AnyHealthcare                                       3.082529e-17   
NoDocbcCost                                        -5.550023e-17   
DiffWalk                                           -4.615192e-16   
BMI_Underweight                                    -5.398786e-01   
BMI_Healthy weight                                  1.088178e-01   
BMI_Overweight                                      7.196722e-03   
BMI_Class 1 Obesity                                 6.815617e-01   
BMI_Class 2 Obesity                                 4.106651e-01   
BMI_Class 3 Obesity                                 1.683131e-01   
GenHlth_Excellent                                  -5.483682e-02   
GenHlth_Very good                                  -5.483682e-02   
GenHlth_Good                                       -5.483682e-02   
GenHlth_Fair                                       -5.483682e-02   
GenHlth_Poor                                       -5.483682e-02   
MentHlth_0                                          1.282359e-02   
MentHlth_1-5                                        1.282359e-02   
MentHlth_6-10                                       1.282359e-02   
MentHlth_11-15                                      1.282359e-02   
MentHlth_16-20                                      1.282359e-02   
MentHlth_21-25                                      1.282359e-02   
MentHlth_26-30                                      1.282359e-02   
PhysHlth_0                                         -1.256171e-02   
PhysHlth_1-5                                       -1.256171e-02   
PhysHlth_6-10                                      -1.256171e-02   
PhysHlth_11-15                                     -1.256171e-02   
PhysHlth_16-20                                     -1.256171e-02   
PhysHlth_21-25                                     -1.256171e-02   
PhysHlth_26-30                                     -1.256171e-02   
Education_Never attended school or only kinderg... -9.050570e-03   
Education_Elementary                               -9.050570e-03   
Education_Some high school                         -9.050570e-03   
Education_High school graduate                     -9.050570e-03   
Education_Some college or technical school         -9.050570e-03   
Education_College graduate                         -9.050570e-03   
Income_Less than $10,000                           -3.121020e-02   
Income_$10,000-$14,999                             -3.121020e-02   
Income_$15,000-$19,999                             -3.121020e-02   
Income_$20,000-$24,999                             -3.121020e-02   
Income_$25,000-$34,999                             -3.121020e-02   
Income_$35,000-$49,999                             -3.121020e-02   
Income_$50,000-$74,999                             -3.121020e-02   
Income_$75,000 or more                             -3.121020e-02   
Sex_Female                                          6.938894e-18   
Sex_Male                                            6.914267e-02   
Age_18-29                                           6.914267e-02   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC56  \
HighBP                                              0.000000e+00   
HighChol                                           -1.500974e-16   
CholCheck                                           7.627004e-17   
Smoker                                              3.417144e-17   
Stroke                                              5.659411e-15   
HeartDiseaseorAttack                                5.372820e-16   
PhysActivity                                       -1.490811e-18   
Fruits                                             -8.968450e-17   
Veggies                                             2.071042e-17   
HvyAlcoholConsump                                  -7.305290e-17   
AnyHealthcare                                       6.450389e-17   
NoDocbcCost                                         1.531072e-17   
DiffWalk                                           -7.978940e-17   
BMI_Underweight                                    -4.707380e-02   
BMI_Healthy weight                                  2.307851e-01   
BMI_Overweight                                      5.833390e-01   
BMI_Class 1 Obesity                                -1.480682e-01   
BMI_Class 2 Obesity                                 1.567646e-01   
BMI_Class 3 Obesity                                -2.370987e-01   
GenHlth_Excellent                                  -1.252811e-01   
GenHlth_Very good                                  -1.252811e-01   
GenHlth_Good                                       -1.252811e-01   
GenHlth_Fair                                       -1.252811e-01   
GenHlth_Poor                                       -1.252811e-01   
MentHlth_0                                         -1.328145e-01   
MentHlth_1-5                                       -1.328145e-01   
MentHlth_6-10                                      -1.328145e-01   
MentHlth_11-15                                     -1.328145e-01   
MentHlth_16-20                                     -1.328145e-01   
MentHlth_21-25                                     -1.328145e-01   
MentHlth_26-30                                     -1.328145e-01   
PhysHlth_0                                         -5.739194e-02   
PhysHlth_1-5                                       -5.739194e-02   
PhysHlth_6-10                                      -5.739194e-02   
PhysHlth_11-15                                     -5.739194e-02   
PhysHlth_16-20                                     -5.739194e-02   
PhysHlth_21-25                                     -5.739194e-02   
PhysHlth_26-30                                     -5.739194e-02   
Education_Never attended school or only kinderg...  1.754072e-01   
Education_Elementary                                1.754072e-01   
Education_Some high school                          1.754072e-01   
Education_High school graduate                      1.754072e-01   
Education_Some college or technical school          1.754072e-01   
Education_College graduate                          1.754072e-01   
Income_Less than $10,000                           -8.598584e-02   
Income_$10,000-$14,999                             -8.598584e-02   
Income_$15,000-$19,999                             -8.598584e-02   
Income_$20,000-$24,999                             -8.598584e-02   
Income_$25,000-$34,999                             -8.598584e-02   
Income_$35,000-$49,999                             -8.598584e-02   
Income_$50,000-$74,999                             -8.598584e-02   
Income_$75,000 or more                             -8.598584e-02   
Sex_Female                                          1.387779e-17   
Sex_Male                                           -1.279783e-01   
Age_18-29                                          -1.279783e-01   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC57          PC58  
HighBP                                              0.000000e+00  0.000000e+00  
HighChol                                            5.714717e-17  3.821286e-17  
CholCheck                                          -4.631940e-16  5.189023e-16  
Smoker                                             -1.244293e-16 -8.321926e-17  
Stroke                                             -3.205708e-15  8.556052e-15  
HeartDiseaseorAttack                               -1.401431e-16  2.941229e-15  
PhysActivity                                       -2.527914e-16  2.797295e-16  
Fruits                                             -4.836484e-17 -9.446097e-17  
Veggies                                            -7.538080e-18  8.332297e-17  
HvyAlcoholConsump                                   1.826788e-16  5.713160e-16  
AnyHealthcare                                      -1.845267e-16 -4.156446e-17  
NoDocbcCost                                         2.638517e-16  3.992103e-16  
DiffWalk                                            1.204317e-15 -1.162671e-15  
BMI_Underweight                                     1.816580e-01  8.541064e-02  
BMI_Healthy weight                                  2.647240e-01  6.627374e-01  
BMI_Overweight                                     -1.077219e-01  1.106136e-01  
BMI_Class 1 Obesity                                 4.182108e-01  2.012529e-01  
BMI_Class 2 Obesity                                -3.076587e-01 -2.892076e-01  
BMI_Class 3 Obesity                                -3.303939e-02 -2.228907e-01  
GenHlth_Excellent                                  -1.772310e-02  1.713442e-01  
GenHlth_Very good                                  -1.772310e-02  1.713442e-01  
GenHlth_Good                                       -1.772310e-02  1.713442e-01  
GenHlth_Fair                                       -1.772310e-02  1.713442e-01  
GenHlth_Poor                                       -1.772310e-02  1.713442e-01  
MentHlth_0                                         -9.561836e-02  5.781384e-02  
MentHlth_1-5                                       -9.561836e-02  5.781384e-02  
MentHlth_6-10                                      -9.561836e-02  5.781384e-02  
MentHlth_11-15                                     -9.561836e-02  5.781384e-02  
MentHlth_16-20                                     -9.561836e-02  5.781384e-02  
MentHlth_21-25                                     -9.561836e-02  5.781384e-02  
MentHlth_26-30                                     -9.561836e-02  5.781384e-02  
PhysHlth_0                                          1.804634e-01 -1.374353e-01  
PhysHlth_1-5                                        1.804634e-01 -1.374353e-01  
PhysHlth_6-10                                       1.804634e-01 -1.374353e-01  
PhysHlth_11-15                                      1.804634e-01 -1.374353e-01  
PhysHlth_16-20                                      1.804634e-01 -1.374353e-01  
PhysHlth_21-25                                      1.804634e-01 -1.374353e-01  
PhysHlth_26-30                                      1.804634e-01 -1.374353e-01  
Education_Never attended school or only kinderg...  7.231740e-03 -3.133921e-02  
Education_Elementary                                7.231740e-03 -3.133921e-02  
Education_Some high school                          7.231740e-03 -3.133921e-02  
Education_High school graduate                      7.231740e-03 -3.133921e-02  
Education_Some college or technical school          7.231740e-03 -3.133921e-02  
Education_College graduate                          7.231740e-03 -3.133921e-02  
Income_Less than $10,000                            3.416853e-02  1.278994e-02  
Income_$10,000-$14,999                              3.416853e-02  1.278994e-02  
Income_$15,000-$19,999                              3.416853e-02  1.278994e-02  
Income_$20,000-$24,999                              3.416853e-02  1.278994e-02  
Income_$25,000-$34,999                              3.416853e-02  1.278994e-02  
Income_$35,000-$49,999                              3.416853e-02  1.278994e-02  
Income_$50,000-$74,999                              3.416853e-02  1.278994e-02  
Income_$75,000 or more                              3.416853e-02  1.278994e-02  
Sex_Female                                          6.776264e-21  0.000000e+00  
Sex_Male                                           -3.946380e-01  1.700190e-01  
Age_18-29                                          -3.946380e-01  1.700190e-01  
Age_30-49                                           0.000000e+00  0.000000e+00  
Age_50-64                                           0.000000e+00  0.000000e+00  
Age_65+                                             0.000000e+00  0.000000e+00  

[58 rows x 58 columns]

PCA Results for Subset_3:
        PC1       PC2       PC3       PC4       PC5       PC6       PC7  \
0 -0.995562 -0.857814 -0.169665 -0.729564  0.258600 -0.017154  0.091991   
1 -0.232599  0.589085 -0.319978 -0.431829 -0.032185  0.318238 -0.426513   
2 -0.610214 -0.124479  0.376713  0.840483  0.165086 -0.781734  0.971462   
3 -0.503668 -0.110589 -0.846043  0.897338  0.236600  0.145899  0.524249   
4 -1.480301 -0.144545  0.176342 -0.201699 -0.015125  1.103325 -0.090636   

        PC8       PC9      PC10  ...          PC49  PC50  PC51  PC52  \
0  1.067437  0.299732 -0.101466  ...  2.610928e-17   0.0   0.0   0.0   
1  0.379642 -0.105799 -0.229900  ...  2.610928e-17   0.0   0.0   0.0   
2  0.208622  0.532489  0.164701  ...  2.610928e-17   0.0   0.0   0.0   
3  0.555728 -0.894048 -0.123293  ...  2.610928e-17   0.0   0.0   0.0   
4 -0.649540  0.429781  0.023829  ...  2.610928e-17   0.0   0.0   0.0   

           PC53          PC54          PC55          PC56          PC57  \
0  6.270828e-30  4.996004e-16 -2.775558e-17  5.551115e-17 -2.775558e-16   
1  6.270828e-30 -1.443290e-15  1.387779e-15  1.665335e-16 -2.275957e-15   
2  6.270828e-30  1.110223e-16  3.053113e-16  1.665335e-16 -1.110223e-16   
3  6.270828e-30 -2.220446e-16 -1.665335e-16  5.551115e-17  1.665335e-16   
4  6.270828e-30 -2.775558e-16 -1.110223e-16 -1.110223e-16  5.551115e-17   

           PC58  
0 -4.440892e-16  
1 -1.332268e-15  
2  0.000000e+00  
3  2.220446e-16  
4  4.440892e-16  

[5 rows x 58 columns]
No description has been provided for this image
For Subset_3, retain 22 components to explain 90% of the variance.


Explained Variance for Subset_4:
[1.09833011e-01 1.02171695e-01 8.33234759e-02 7.08196693e-02
 6.45300398e-02 5.46465161e-02 5.03754936e-02 4.32022143e-02
 3.75483010e-02 3.50750104e-02 3.01996795e-02 2.78897539e-02
 2.68931292e-02 2.51856415e-02 2.27014996e-02 2.18407159e-02
 1.87580958e-02 1.76342074e-02 1.71301023e-02 1.65581320e-02
 1.46639035e-02 1.43905707e-02 1.29937284e-02 1.11523551e-02
 1.02886929e-02 9.92534533e-03 9.24104346e-03 7.66932479e-03
 6.09961778e-03 5.13572523e-03 4.92864945e-03 4.65834006e-03
 3.40840386e-03 1.83878435e-03 1.67323319e-03 1.60024536e-03
 1.36410639e-03 1.09862902e-03 9.27945305e-04 6.24972377e-04
 1.74451075e-17 7.64664217e-18 6.41986730e-18 3.58670032e-18
 4.85054160e-19 1.34107187e-19 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00]

Cumulative Variance for Subset_4:
[0.10983301 0.21200471 0.29532818 0.36614785 0.43067789 0.48532441
 0.5356999  0.57890212 0.61645042 0.65152543 0.68172511 0.70961486
 0.73650799 0.76169363 0.78439513 0.80623585 0.82499394 0.84262815
 0.85975825 0.87631638 0.89098029 0.90537086 0.91836459 0.92951694
 0.93980563 0.94973098 0.95897202 0.96664135 0.97274097 0.97787669
 0.98280534 0.98746368 0.99087208 0.99271087 0.9943841  0.99598435
 0.99734845 0.99844708 0.99937503 1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.        ]

Loadings for Subset_4:
                                                             PC1  \
HighBP                                             -1.508121e-02   
HighChol                                           -2.342775e-02   
CholCheck                                           6.576253e-03   
Smoker                                             -1.182636e-01   
Stroke                                             -2.176225e-03   
HeartDiseaseorAttack                               -5.388364e-03   
PhysActivity                                        1.889926e-02   
Fruits                                              1.034887e-01   
Veggies                                             7.055670e-02   
HvyAlcoholConsump                                  -3.238884e-02   
AnyHealthcare                                       3.251706e-02   
NoDocbcCost                                        -1.135153e-01   
DiffWalk                                           -2.469698e-02   
BMI_Underweight                                    -0.000000e+00   
BMI_Healthy weight                                  6.169799e-17   
BMI_Overweight                                      1.058791e-22   
BMI_Class 1 Obesity                                 1.323489e-23   
BMI_Class 2 Obesity                                -6.617445e-24   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                   3.436145e-01   
GenHlth_Very good                                  -1.522857e-01   
GenHlth_Good                                       -1.417896e-01   
GenHlth_Fair                                       -4.137530e-02   
GenHlth_Poor                                       -8.163898e-03   
MentHlth_0                                          4.437702e-01   
MentHlth_1-5                                       -2.421788e-01   
MentHlth_6-10                                      -8.014084e-02   
MentHlth_11-15                                     -4.522536e-02   
MentHlth_16-20                                     -2.009264e-02   
MentHlth_21-25                                     -7.097994e-03   
MentHlth_26-30                                     -4.903458e-02   
PhysHlth_0                                          4.825758e-01   
PhysHlth_1-5                                       -3.870816e-01   
PhysHlth_6-10                                      -4.314029e-02   
PhysHlth_11-15                                     -2.103117e-02   
PhysHlth_16-20                                     -7.768833e-03   
PhysHlth_21-25                                     -4.299079e-03   
PhysHlth_26-30                                     -1.925482e-02   
Education_Never attended school or only kinderg... -0.000000e+00   
Education_Elementary                               -2.421674e-03   
Education_Some high school                         -1.121963e-02   
Education_High school graduate                     -5.368161e-02   
Education_Some college or technical school         -1.987869e-01   
Education_College graduate                          2.661098e-01   
Income_Less than $10,000                           -4.236519e-02   
Income_$10,000-$14,999                             -2.001857e-02   
Income_$15,000-$19,999                             -3.653014e-02   
Income_$20,000-$24,999                             -3.422328e-02   
Income_$25,000-$34,999                             -4.262706e-03   
Income_$35,000-$49,999                             -2.695986e-02   
Income_$50,000-$74,999                              2.880637e-02   
Income_$75,000 or more                              1.355534e-01   
Sex_Female                                          6.169778e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                           6.169778e-17   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC2  \
HighBP                                             -2.484044e-03   
HighChol                                            2.758020e-02   
CholCheck                                          -2.214751e-05   
Smoker                                             -1.319859e-01   
Stroke                                             -6.633596e-04   
HeartDiseaseorAttack                               -3.760100e-03   
PhysActivity                                        9.458316e-02   
Fruits                                              6.403549e-02   
Veggies                                             1.031880e-01   
HvyAlcoholConsump                                   1.607194e-02   
AnyHealthcare                                       7.418961e-02   
NoDocbcCost                                        -4.703611e-02   
DiffWalk                                           -1.817026e-02   
BMI_Underweight                                     2.168404e-19   
BMI_Healthy weight                                 -6.596894e-17   
BMI_Overweight                                      0.000000e+00   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                -1.058791e-22   
BMI_Class 3 Obesity                                -5.293956e-23   
GenHlth_Excellent                                  -2.631192e-02   
GenHlth_Very good                                   1.815761e-01   
GenHlth_Good                                       -1.227144e-01   
GenHlth_Fair                                       -2.660958e-02   
GenHlth_Poor                                       -5.940150e-03   
MentHlth_0                                         -2.720807e-01   
MentHlth_1-5                                        3.050365e-01   
MentHlth_6-10                                       1.143550e-02   
MentHlth_11-15                                     -1.218906e-02   
MentHlth_16-20                                     -4.575979e-03   
MentHlth_21-25                                     -2.392614e-03   
MentHlth_26-30                                     -2.523360e-02   
PhysHlth_0                                         -1.332148e-01   
PhysHlth_1-5                                        1.712235e-01   
PhysHlth_6-10                                      -7.064312e-03   
PhysHlth_11-15                                     -9.906510e-03   
PhysHlth_16-20                                     -4.780700e-03   
PhysHlth_21-25                                     -6.558486e-04   
PhysHlth_26-30                                     -1.560128e-02   
Education_Never attended school or only kinderg...  0.000000e+00   
Education_Elementary                               -3.470498e-03   
Education_Some high school                         -1.420933e-02   
Education_High school graduate                     -1.461709e-01   
Education_Some college or technical school         -4.557270e-01   
Education_College graduate                          6.195777e-01   
Income_Less than $10,000                           -4.454665e-02   
Income_$10,000-$14,999                             -3.126559e-02   
Income_$15,000-$19,999                             -5.247780e-02   
Income_$20,000-$24,999                             -7.132830e-02   
Income_$25,000-$34,999                             -7.309438e-02   
Income_$35,000-$49,999                              5.800863e-03   
Income_$50,000-$74,999                              3.372161e-02   
Income_$75,000 or more                              2.331902e-01   
Sex_Female                                         -6.597260e-17   
Sex_Male                                            0.000000e+00   
Age_18-29                                          -6.597260e-17   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC3  \
HighBP                                             -1.523936e-02   
HighChol                                            9.998750e-03   
CholCheck                                           3.137211e-03   
Smoker                                              2.057383e-02   
Stroke                                             -6.589866e-04   
HeartDiseaseorAttack                               -3.967082e-03   
PhysActivity                                       -3.460885e-02   
Fruits                                             -7.474338e-02   
Veggies                                            -2.489094e-02   
HvyAlcoholConsump                                  -1.398366e-02   
AnyHealthcare                                       4.273091e-03   
NoDocbcCost                                        -5.079467e-02   
DiffWalk                                           -6.907526e-03   
BMI_Underweight                                     4.336809e-19   
BMI_Healthy weight                                  3.919762e-17   
BMI_Overweight                                      2.710505e-20   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                -8.470329e-22   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                  -5.125468e-01   
GenHlth_Very good                                   7.473136e-01   
GenHlth_Good                                       -2.017174e-01   
GenHlth_Fair                                       -2.885259e-02   
GenHlth_Poor                                       -4.196745e-03   
MentHlth_0                                          1.661017e-01   
MentHlth_1-5                                       -1.371005e-01   
MentHlth_6-10                                      -4.441899e-03   
MentHlth_11-15                                     -5.177801e-03   
MentHlth_16-20                                     -1.044644e-03   
MentHlth_21-25                                     -4.547473e-03   
MentHlth_26-30                                     -1.378937e-02   
PhysHlth_0                                          2.054947e-01   
PhysHlth_1-5                                       -1.728052e-01   
PhysHlth_6-10                                      -1.145335e-02   
PhysHlth_11-15                                     -7.330383e-03   
PhysHlth_16-20                                     -2.331481e-03   
PhysHlth_21-25                                     -3.772024e-03   
PhysHlth_26-30                                     -7.802278e-03   
Education_Never attended school or only kinderg... -1.372634e-38   
Education_Elementary                               -2.175854e-03   
Education_Some high school                         -5.020173e-03   
Education_High school graduate                     -3.384039e-02   
Education_Some college or technical school          4.300091e-02   
Education_College graduate                         -1.964500e-03   
Income_Less than $10,000                           -1.329799e-02   
Income_$10,000-$14,999                             -6.713565e-03   
Income_$15,000-$19,999                             -7.449998e-03   
Income_$20,000-$24,999                             -1.734920e-02   
Income_$25,000-$34,999                              2.373933e-02   
Income_$35,000-$49,999                              8.552631e-03   
Income_$50,000-$74,999                              4.453215e-02   
Income_$75,000 or more                             -3.201336e-02   
Sex_Female                                          3.918491e-17   
Sex_Male                                            0.000000e+00   
Age_18-29                                           3.918491e-17   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC4  \
HighBP                                              5.726214e-03   
HighChol                                            1.300628e-02   
CholCheck                                           4.955937e-03   
Smoker                                             -2.871749e-02   
Stroke                                              1.352934e-03   
HeartDiseaseorAttack                                9.977806e-03   
PhysActivity                                       -5.543204e-02   
Fruits                                             -1.318922e-01   
Veggies                                            -3.598720e-02   
HvyAlcoholConsump                                  -1.262211e-03   
AnyHealthcare                                       1.677775e-02   
NoDocbcCost                                         2.579880e-02   
DiffWalk                                            1.375419e-02   
BMI_Underweight                                     2.775558e-17   
BMI_Healthy weight                                  1.211697e-16   
BMI_Overweight                                      8.673617e-19   
BMI_Class 1 Obesity                                 2.168404e-19   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                -5.421011e-20   
GenHlth_Excellent                                  -8.431169e-02   
GenHlth_Very good                                  -2.341407e-02   
GenHlth_Good                                        8.670409e-02   
GenHlth_Fair                                        1.657014e-02   
GenHlth_Poor                                        4.451525e-03   
MentHlth_0                                          5.098527e-01   
MentHlth_1-5                                       -5.097893e-01   
MentHlth_6-10                                      -5.112391e-04   
MentHlth_11-15                                     -3.996359e-03   
MentHlth_16-20                                      2.537848e-03   
MentHlth_21-25                                      2.505087e-03   
MentHlth_26-30                                     -5.987956e-04   
PhysHlth_0                                         -4.580824e-01   
PhysHlth_1-5                                        3.984079e-01   
PhysHlth_6-10                                       3.216845e-02   
PhysHlth_11-15                                      1.065281e-02   
PhysHlth_16-20                                      3.298338e-03   
PhysHlth_21-25                                      1.592548e-03   
PhysHlth_26-30                                      1.196238e-02   
Education_Never attended school or only kinderg... -1.544549e-35   
Education_Elementary                                1.656500e-03   
Education_Some high school                          1.057164e-02   
Education_High school graduate                      1.890258e-02   
Education_Some college or technical school         -2.017952e-01   
Education_College graduate                          1.706645e-01   
Income_Less than $10,000                            1.052477e-02   
Income_$10,000-$14,999                             -5.720946e-03   
Income_$15,000-$19,999                             -7.159242e-03   
Income_$20,000-$24,999                              2.565415e-03   
Income_$25,000-$34,999                              4.640293e-03   
Income_$35,000-$49,999                              9.478685e-03   
Income_$50,000-$74,999                             -5.537528e-03   
Income_$75,000 or more                             -8.791449e-03   
Sex_Female                                          1.277949e-16   
Sex_Male                                            0.000000e+00   
Age_18-29                                           1.277949e-16   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC5  \
HighBP                                             -1.610161e-02   
HighChol                                           -1.576772e-02   
CholCheck                                           9.977196e-04   
Smoker                                             -1.554956e-01   
Stroke                                             -3.658623e-03   
HeartDiseaseorAttack                               -1.026515e-03   
PhysActivity                                        1.464924e-01   
Fruits                                              4.204837e-01   
Veggies                                             2.102244e-01   
HvyAlcoholConsump                                  -2.587437e-03   
AnyHealthcare                                       5.183619e-02   
NoDocbcCost                                        -8.227464e-02   
DiffWalk                                           -1.304927e-02   
BMI_Underweight                                    -2.775558e-17   
BMI_Healthy weight                                 -1.845219e-17   
BMI_Overweight                                      8.673617e-19   
BMI_Class 1 Obesity                                 4.336809e-19   
BMI_Class 2 Obesity                                 2.168404e-19   
BMI_Class 3 Obesity                                -1.084202e-19   
GenHlth_Excellent                                   1.854233e-01   
GenHlth_Very good                                   1.487538e-01   
GenHlth_Good                                       -3.089392e-01   
GenHlth_Fair                                       -1.571209e-02   
GenHlth_Poor                                       -9.525820e-03   
MentHlth_0                                          1.084690e-01   
MentHlth_1-5                                       -3.530590e-02   
MentHlth_6-10                                      -4.897019e-03   
MentHlth_11-15                                     -2.045104e-02   
MentHlth_16-20                                     -1.027170e-03   
MentHlth_21-25                                     -5.129190e-03   
MentHlth_26-30                                     -4.165872e-02   
PhysHlth_0                                         -1.835068e-01   
PhysHlth_1-5                                        2.206191e-01   
PhysHlth_6-10                                      -1.932127e-02   
PhysHlth_11-15                                     -5.084867e-03   
PhysHlth_16-20                                     -1.870093e-03   
PhysHlth_21-25                                     -6.029795e-03   
PhysHlth_26-30                                     -4.806306e-03   
Education_Never attended school or only kinderg... -1.149545e-34   
Education_Elementary                               -5.909409e-03   
Education_Some high school                         -2.142324e-02   
Education_High school graduate                     -2.677660e-01   
Education_Some college or technical school          4.588815e-01   
Education_College graduate                         -1.637828e-01   
Income_Less than $10,000                           -5.877480e-02   
Income_$10,000-$14,999                             -1.328771e-02   
Income_$15,000-$19,999                             -3.096342e-02   
Income_$20,000-$24,999                             -5.483890e-02   
Income_$25,000-$34,999                             -5.982078e-02   
Income_$35,000-$49,999                             -6.480972e-02   
Income_$50,000-$74,999                             -9.115206e-02   
Income_$75,000 or more                              3.736474e-01   
Sex_Female                                         -1.863871e-17   
Sex_Male                                            0.000000e+00   
Age_18-29                                          -1.863871e-17   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC6  \
HighBP                                              4.513374e-04   
HighChol                                           -4.193698e-02   
CholCheck                                          -5.353877e-03   
Smoker                                              8.402993e-02   
Stroke                                              1.486557e-03   
HeartDiseaseorAttack                                1.232462e-03   
PhysActivity                                        5.408217e-02   
Fruits                                              7.614149e-01   
Veggies                                             2.928765e-01   
HvyAlcoholConsump                                  -4.053237e-02   
AnyHealthcare                                      -5.443373e-02   
NoDocbcCost                                         1.171542e-01   
DiffWalk                                            1.736424e-02   
BMI_Underweight                                     8.673617e-17   
BMI_Healthy weight                                  6.571754e-17   
BMI_Overweight                                      0.000000e+00   
BMI_Class 1 Obesity                                 1.110223e-16   
BMI_Class 2 Obesity                                 2.220446e-16   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                  -1.403452e-01   
GenHlth_Very good                                   1.364733e-02   
GenHlth_Good                                        1.098520e-01   
GenHlth_Fair                                        1.540180e-02   
GenHlth_Poor                                        1.443996e-03   
MentHlth_0                                          4.278070e-02   
MentHlth_1-5                                       -2.645989e-02   
MentHlth_6-10                                      -4.924319e-02   
MentHlth_11-15                                      9.364147e-03   
MentHlth_16-20                                      1.911356e-03   
MentHlth_21-25                                     -1.961379e-04   
MentHlth_26-30                                      2.184301e-02   
PhysHlth_0                                         -3.054851e-02   
PhysHlth_1-5                                       -1.044583e-02   
PhysHlth_6-10                                       1.603322e-02   
PhysHlth_11-15                                      5.468977e-03   
PhysHlth_16-20                                     -1.659408e-04   
PhysHlth_21-25                                      4.528312e-03   
PhysHlth_26-30                                      1.512977e-02   
Education_Never attended school or only kinderg... -6.915533e-31   
Education_Elementary                                1.698575e-03   
Education_Some high school                          1.731399e-02   
Education_High school graduate                      1.828495e-01   
Education_Some college or technical school         -1.993026e-01   
Education_College graduate                         -2.559447e-03   
Income_Less than $10,000                            6.069172e-03   
Income_$10,000-$14,999                              1.461389e-02   
Income_$15,000-$19,999                              3.198447e-02   
Income_$20,000-$24,999                              3.128515e-02   
Income_$25,000-$34,999                              7.206810e-02   
Income_$35,000-$49,999                              1.080531e-01   
Income_$50,000-$74,999                              1.299890e-01   
Income_$75,000 or more                             -3.940628e-01   
Sex_Female                                          7.700603e-17   
Sex_Male                                            0.000000e+00   
Age_18-29                                           7.700603e-17   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC7  \
HighBP                                              2.306794e-02   
HighChol                                            1.006151e-02   
CholCheck                                           3.827061e-03   
Smoker                                              1.101792e-01   
Stroke                                              1.919131e-03   
HeartDiseaseorAttack                               -2.070001e-03   
PhysActivity                                        8.399657e-03   
Fruits                                              1.503356e-01   
Veggies                                             8.603262e-02   
HvyAlcoholConsump                                  -1.760235e-03   
AnyHealthcare                                      -1.148774e-02   
NoDocbcCost                                         3.334536e-02   
DiffWalk                                            1.944166e-02   
BMI_Underweight                                    -2.775558e-17   
BMI_Healthy weight                                 -9.672137e-17   
BMI_Overweight                                      3.469447e-18   
BMI_Class 1 Obesity                                -0.000000e+00   
BMI_Class 2 Obesity                                -0.000000e+00   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                  -3.134072e-01   
GenHlth_Very good                                  -7.345812e-02   
GenHlth_Good                                        3.666731e-01   
GenHlth_Fair                                        1.641309e-02   
GenHlth_Poor                                        3.779074e-03   
MentHlth_0                                          4.445235e-04   
MentHlth_1-5                                       -4.749000e-02   
MentHlth_6-10                                      -2.591038e-02   
MentHlth_11-15                                      1.675072e-02   
MentHlth_16-20                                      1.299329e-02   
MentHlth_21-25                                      4.002599e-03   
MentHlth_26-30                                      3.920925e-02   
PhysHlth_0                                          4.890339e-02   
PhysHlth_1-5                                       -1.288665e-01   
PhysHlth_6-10                                       4.308793e-02   
PhysHlth_11-15                                      1.447011e-02   
PhysHlth_16-20                                      1.414895e-03   
PhysHlth_21-25                                      1.272408e-03   
PhysHlth_26-30                                      1.971776e-02   
Education_Never attended school or only kinderg...  1.358503e-31   
Education_Elementary                                2.580922e-03   
Education_Some high school                          1.556410e-02   
Education_High school graduate                      2.431348e-01   
Education_Some college or technical school         -1.546323e-01   
Education_College graduate                         -1.066475e-01   
Income_Less than $10,000                            1.533386e-02   
Income_$10,000-$14,999                              4.363155e-03   
Income_$15,000-$19,999                              2.028942e-02   
Income_$20,000-$24,999                             -4.086801e-03   
Income_$25,000-$34,999                             -6.747794e-03   
Income_$35,000-$49,999                             -2.139478e-01   
Income_$50,000-$74,999                             -4.236170e-01   
Income_$75,000 or more                              6.084129e-01   
Sex_Female                                         -1.079627e-16   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -1.079627e-16   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC8  \
HighBP                                             -3.243877e-02   
HighChol                                           -3.830392e-02   
CholCheck                                           9.478480e-03   
Smoker                                              1.945622e-01   
Stroke                                              4.239827e-03   
HeartDiseaseorAttack                               -2.854181e-03   
PhysActivity                                       -5.091803e-02   
Fruits                                             -2.351510e-02   
Veggies                                            -6.035728e-02   
HvyAlcoholConsump                                   2.436333e-02   
AnyHealthcare                                      -6.064797e-02   
NoDocbcCost                                        -6.111370e-02   
DiffWalk                                            6.109686e-03   
BMI_Underweight                                     5.551115e-17   
BMI_Healthy weight                                  1.623508e-17   
BMI_Overweight                                      1.387779e-17   
BMI_Class 1 Obesity                                -0.000000e+00   
BMI_Class 2 Obesity                                 6.938894e-18   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                   3.164619e-01   
GenHlth_Very good                                   1.738408e-01   
GenHlth_Good                                       -5.302001e-01   
GenHlth_Fair                                        2.608469e-02   
GenHlth_Poor                                        1.381277e-02   
MentHlth_0                                         -2.291581e-02   
MentHlth_1-5                                        4.042580e-02   
MentHlth_6-10                                      -1.621555e-02   
MentHlth_11-15                                     -1.079397e-02   
MentHlth_16-20                                      1.692092e-03   
MentHlth_21-25                                     -1.409544e-03   
MentHlth_26-30                                      9.216983e-03   
PhysHlth_0                                         -7.325458e-02   
PhysHlth_1-5                                        1.121370e-01   
PhysHlth_6-10                                      -3.478593e-02   
PhysHlth_11-15                                     -3.491040e-03   
PhysHlth_16-20                                     -5.483583e-03   
PhysHlth_21-25                                     -2.008834e-03   
PhysHlth_26-30                                      6.886944e-03   
Education_Never attended school or only kinderg...  4.270942e-30   
Education_Elementary                                1.180268e-03   
Education_Some high school                         -6.494897e-03   
Education_High school graduate                      5.648260e-01   
Education_Some college or technical school         -3.122033e-01   
Education_College graduate                         -2.473081e-01   
Income_Less than $10,000                            4.911465e-02   
Income_$10,000-$14,999                              7.106133e-03   
Income_$15,000-$19,999                              2.087338e-02   
Income_$20,000-$24,999                              4.235405e-02   
Income_$25,000-$34,999                              1.500914e-02   
Income_$35,000-$49,999                             -3.047278e-02   
Income_$50,000-$74,999                             -1.556631e-01   
Income_$75,000 or more                              5.167855e-02   
Sex_Female                                         -2.180557e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -2.180557e-17   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC9  \
HighBP                                             -1.613577e-02   
HighChol                                           -2.300224e-02   
CholCheck                                          -1.846522e-02   
Smoker                                              1.397360e-01   
Stroke                                             -8.984517e-04   
HeartDiseaseorAttack                               -1.995166e-03   
PhysActivity                                       -3.128203e-03   
Fruits                                             -3.118607e-04   
Veggies                                            -1.982992e-02   
HvyAlcoholConsump                                   2.518313e-02   
AnyHealthcare                                      -1.063705e-01   
NoDocbcCost                                         1.777412e-01   
DiffWalk                                            7.403787e-03   
BMI_Underweight                                     5.551115e-17   
BMI_Healthy weight                                  3.491195e-18   
BMI_Overweight                                      0.000000e+00   
BMI_Class 1 Obesity                                -1.110223e-16   
BMI_Class 2 Obesity                                -5.551115e-17   
BMI_Class 3 Obesity                                 5.551115e-17   
GenHlth_Excellent                                   3.819037e-02   
GenHlth_Very good                                   7.417921e-03   
GenHlth_Good                                       -8.146027e-02   
GenHlth_Fair                                        2.836154e-02   
GenHlth_Poor                                        7.490434e-03   
MentHlth_0                                         -1.370583e-02   
MentHlth_1-5                                       -4.736692e-02   
MentHlth_6-10                                       4.090646e-02   
MentHlth_11-15                                     -1.804366e-03   
MentHlth_16-20                                      6.464495e-03   
MentHlth_21-25                                      2.817240e-03   
MentHlth_26-30                                      1.268891e-02   
PhysHlth_0                                          2.758641e-02   
PhysHlth_1-5                                       -3.879143e-02   
PhysHlth_6-10                                      -1.921996e-02   
PhysHlth_11-15                                      1.036519e-02   
PhysHlth_16-20                                      6.168702e-03   
PhysHlth_21-25                                      3.189309e-03   
PhysHlth_26-30                                      1.070177e-02   
Education_Never attended school or only kinderg... -5.490472e-28   
Education_Elementary                                2.009218e-03   
Education_Some high school                         -1.081868e-03   
Education_High school graduate                     -1.856174e-01   
Education_Some college or technical school          4.476328e-02   
Education_College graduate                          1.399268e-01   
Income_Less than $10,000                           -2.424607e-02   
Income_$10,000-$14,999                              2.647901e-03   
Income_$15,000-$19,999                              6.106947e-03   
Income_$20,000-$24,999                              3.273712e-02   
Income_$25,000-$34,999                              6.283172e-02   
Income_$35,000-$49,999                              6.551735e-01   
Income_$50,000-$74,999                             -6.485726e-01   
Income_$75,000 or more                             -8.667860e-02   
Sex_Female                                          1.557711e-17   
Sex_Male                                            0.000000e+00   
Age_18-29                                           1.557711e-17   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC10  ...  PC49  \
HighBP                                              1.565146e-02  ...   0.0   
HighChol                                            4.765256e-03  ...   0.0   
CholCheck                                          -1.784034e-02  ...   0.0   
Smoker                                              7.000798e-01  ...   0.0   
Stroke                                              9.475059e-05  ...   0.0   
HeartDiseaseorAttack                               -6.128984e-04  ...   0.0   
PhysActivity                                        3.165444e-03  ...   0.0   
Fruits                                             -1.403230e-02  ...   0.0   
Veggies                                             1.391073e-01  ...   0.0   
HvyAlcoholConsump                                   1.483652e-01  ...   0.0   
AnyHealthcare                                      -7.340222e-02  ...   0.0   
NoDocbcCost                                         2.726812e-01  ...   0.0   
DiffWalk                                            1.785994e-02  ...   0.0   
BMI_Underweight                                     1.110223e-16  ...   0.0   
BMI_Healthy weight                                 -1.492129e-16  ...   0.0   
BMI_Overweight                                      0.000000e+00  ...   0.0   
BMI_Class 1 Obesity                                -1.665335e-16  ...   0.0   
BMI_Class 2 Obesity                                 0.000000e+00  ...   0.0   
BMI_Class 3 Obesity                                 5.551115e-17  ...   0.0   
GenHlth_Excellent                                   8.909734e-02  ...   0.0   
GenHlth_Very good                                  -9.414583e-03  ...   0.0   
GenHlth_Good                                       -1.444473e-01  ...   0.0   
GenHlth_Fair                                        5.035642e-02  ...   0.0   
GenHlth_Poor                                        1.440814e-02  ...   0.0   
MentHlth_0                                         -1.496808e-01  ...   0.0   
MentHlth_1-5                                       -2.509413e-01  ...   0.0   
MentHlth_6-10                                       1.939044e-01  ...   0.0   
MentHlth_11-15                                      7.140023e-02  ...   0.0   
MentHlth_16-20                                      1.083600e-02  ...   0.0   
MentHlth_21-25                                      5.458611e-03  ...   0.0   
MentHlth_26-30                                      1.190229e-01  ...   0.0   
PhysHlth_0                                         -6.369719e-03  ...   0.0   
PhysHlth_1-5                                       -7.687240e-02  ...   0.0   
PhysHlth_6-10                                       2.837633e-02  ...   0.0   
PhysHlth_11-15                                      2.418940e-02  ...   0.0   
PhysHlth_16-20                                      2.335760e-03  ...   0.0   
PhysHlth_21-25                                      4.829511e-03  ...   0.0   
PhysHlth_26-30                                      2.351111e-02  ...   0.0   
Education_Never attended school or only kinderg... -2.928252e-27  ...   0.0   
Education_Elementary                                3.232297e-03  ...   0.0   
Education_Some high school                          1.472513e-02  ...   0.0   
Education_High school graduate                     -2.448336e-01  ...   0.0   
Education_Some college or technical school          4.943315e-02  ...   0.0   
Education_College graduate                          1.774430e-01  ...   0.0   
Income_Less than $10,000                           -5.090264e-02  ...   0.0   
Income_$10,000-$14,999                              8.791765e-03  ...   0.0   
Income_$15,000-$19,999                              2.524987e-02  ...   0.0   
Income_$20,000-$24,999                              5.942223e-02  ...   0.0   
Income_$25,000-$34,999                              4.955115e-02  ...   0.0   
Income_$35,000-$49,999                             -2.853060e-01  ...   0.0   
Income_$50,000-$74,999                              1.303031e-01  ...   0.0   
Income_$75,000 or more                              6.289060e-02  ...   0.0   
Sex_Female                                         -9.149599e-17  ...   0.0   
Sex_Male                                            0.000000e+00  ...   0.0   
Age_18-29                                          -9.149599e-17  ...   0.0   
Age_30-49                                           0.000000e+00  ...   1.0   
Age_50-64                                           0.000000e+00  ...   0.0   
Age_65+                                             0.000000e+00  ...   0.0   

                                                    PC50          PC51  \
HighBP                                               0.0  0.000000e+00   
HighChol                                             0.0  1.790205e-26   
CholCheck                                            0.0  4.828003e-26   
Smoker                                               0.0  3.393907e-27   
Stroke                                               0.0 -4.225164e-25   
HeartDiseaseorAttack                                 0.0 -1.911790e-26   
PhysActivity                                         0.0  7.609644e-28   
Fruits                                               0.0  4.265237e-27   
Veggies                                              0.0  6.096816e-28   
HvyAlcoholConsump                                    0.0  1.021523e-26   
AnyHealthcare                                        0.0  2.119930e-26   
NoDocbcCost                                          0.0  1.296162e-26   
DiffWalk                                             0.0 -1.805869e-26   
BMI_Underweight                                      0.0 -4.601549e-11   
BMI_Healthy weight                                   0.0 -6.176980e-11   
BMI_Overweight                                       0.0  4.727160e-11   
BMI_Class 1 Obesity                                  0.0 -2.478534e-12   
BMI_Class 2 Obesity                                  0.0  4.157006e-12   
BMI_Class 3 Obesity                                  0.0 -1.088228e-11   
GenHlth_Excellent                                    0.0 -6.786886e-13   
GenHlth_Very good                                    0.0 -6.786886e-13   
GenHlth_Good                                         0.0 -6.786886e-13   
GenHlth_Fair                                         0.0 -6.786886e-13   
GenHlth_Poor                                         0.0 -6.786886e-13   
MentHlth_0                                           0.0  2.253139e-11   
MentHlth_1-5                                         0.0  2.253139e-11   
MentHlth_6-10                                        0.0  2.253139e-11   
MentHlth_11-15                                       0.0  2.253139e-11   
MentHlth_16-20                                       0.0  2.253139e-11   
MentHlth_21-25                                       0.0  2.253139e-11   
MentHlth_26-30                                       0.0  2.253139e-11   
PhysHlth_0                                           0.0 -2.773063e-11   
PhysHlth_1-5                                         0.0 -2.773063e-11   
PhysHlth_6-10                                        0.0 -2.773063e-11   
PhysHlth_11-15                                       0.0 -2.773063e-11   
PhysHlth_16-20                                       0.0 -2.773063e-11   
PhysHlth_21-25                                       0.0 -2.773063e-11   
PhysHlth_26-30                                       0.0 -2.773063e-11   
Education_Never attended school or only kinderg...   0.0  6.957830e-10   
Education_Elementary                                 0.0 -6.882224e-12   
Education_Some high school                           0.0 -6.882224e-12   
Education_High school graduate                       0.0 -6.882224e-12   
Education_Some college or technical school           0.0 -6.882224e-12   
Education_College graduate                           0.0 -6.882224e-12   
Income_Less than $10,000                             0.0  2.456156e-11   
Income_$10,000-$14,999                               0.0  2.456156e-11   
Income_$15,000-$19,999                               0.0  2.456156e-11   
Income_$20,000-$24,999                               0.0  2.456156e-11   
Income_$25,000-$34,999                               0.0  2.456156e-11   
Income_$35,000-$49,999                               0.0  2.456156e-11   
Income_$50,000-$74,999                               0.0  2.456156e-11   
Income_$75,000 or more                               0.0  2.456156e-11   
Sex_Female                                           0.0 -7.071068e-01   
Sex_Male                                             1.0  0.000000e+00   
Age_18-29                                            0.0  7.071068e-01   
Age_30-49                                            0.0  0.000000e+00   
Age_50-64                                            0.0  0.000000e+00   
Age_65+                                              0.0  0.000000e+00   

                                                            PC52  \
HighBP                                              0.000000e+00   
HighChol                                           -9.567646e-17   
CholCheck                                          -1.538653e-16   
Smoker                                              1.237986e-17   
Stroke                                             -4.004701e-15   
HeartDiseaseorAttack                                2.437232e-16   
PhysActivity                                       -1.493008e-16   
Fruits                                             -3.598593e-18   
Veggies                                             1.423062e-16   
HvyAlcoholConsump                                   1.786844e-16   
AnyHealthcare                                      -3.381835e-16   
NoDocbcCost                                        -1.431007e-16   
DiffWalk                                           -5.828743e-16   
BMI_Underweight                                     3.581351e-01   
BMI_Healthy weight                                  4.754627e-02   
BMI_Overweight                                      3.036125e-01   
BMI_Class 1 Obesity                                 2.272814e-01   
BMI_Class 2 Obesity                                -3.495986e-01   
BMI_Class 3 Obesity                                 2.951867e-01   
GenHlth_Excellent                                   5.465901e-02   
GenHlth_Very good                                   5.465901e-02   
GenHlth_Good                                        5.465901e-02   
GenHlth_Fair                                        5.465901e-02   
GenHlth_Poor                                        5.465901e-02   
MentHlth_0                                          1.244060e-01   
MentHlth_1-5                                        1.244060e-01   
MentHlth_6-10                                       1.244060e-01   
MentHlth_11-15                                      1.244060e-01   
MentHlth_16-20                                      1.244060e-01   
MentHlth_21-25                                      1.244060e-01   
MentHlth_26-30                                      1.244060e-01   
PhysHlth_0                                         -3.349439e-02   
PhysHlth_1-5                                       -3.349439e-02   
PhysHlth_6-10                                      -3.349439e-02   
PhysHlth_11-15                                     -3.349439e-02   
PhysHlth_16-20                                     -3.349439e-02   
PhysHlth_21-25                                     -3.349439e-02   
PhysHlth_26-30                                     -3.349439e-02   
Education_Never attended school or only kinderg... -3.850394e-02   
Education_Elementary                                1.455102e-01   
Education_Some high school                          1.455102e-01   
Education_High school graduate                      1.455102e-01   
Education_Some college or technical school          1.455102e-01   
Education_College graduate                          1.455102e-01   
Income_Less than $10,000                            1.145260e-01   
Income_$10,000-$14,999                              1.145260e-01   
Income_$15,000-$19,999                              1.145260e-01   
Income_$20,000-$24,999                              1.145260e-01   
Income_$25,000-$34,999                              1.145260e-01   
Income_$35,000-$49,999                              1.145260e-01   
Income_$50,000-$74,999                              1.145260e-01   
Income_$75,000 or more                              1.145260e-01   
Sex_Female                                         -2.940064e-01   
Sex_Male                                            0.000000e+00   
Age_18-29                                          -2.940064e-01   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC53  \
HighBP                                              3.567655e-16   
HighChol                                           -1.049074e-16   
CholCheck                                          -9.990383e-17   
Smoker                                             -1.422782e-16   
Stroke                                             -3.873792e-15   
HeartDiseaseorAttack                                1.270974e-16   
PhysActivity                                       -9.254685e-16   
Fruits                                              1.484058e-16   
Veggies                                             1.900590e-16   
HvyAlcoholConsump                                   1.074181e-17   
AnyHealthcare                                      -3.295352e-16   
NoDocbcCost                                        -7.329296e-17   
DiffWalk                                           -8.440354e-16   
BMI_Underweight                                    -1.998353e-02   
BMI_Healthy weight                                  4.651701e-01   
BMI_Overweight                                     -2.653540e-02   
BMI_Class 1 Obesity                                 3.119021e-02   
BMI_Class 2 Obesity                                 9.656485e-03   
BMI_Class 3 Obesity                                 4.118060e-02   
GenHlth_Excellent                                  -1.126638e-01   
GenHlth_Very good                                  -1.126638e-01   
GenHlth_Good                                       -1.126638e-01   
GenHlth_Fair                                       -1.126638e-01   
GenHlth_Poor                                       -1.126638e-01   
MentHlth_0                                          6.047946e-02   
MentHlth_1-5                                        6.047946e-02   
MentHlth_6-10                                       6.047946e-02   
MentHlth_11-15                                      6.047946e-02   
MentHlth_16-20                                      6.047946e-02   
MentHlth_21-25                                      6.047946e-02   
MentHlth_26-30                                      6.047946e-02   
PhysHlth_0                                          8.720300e-02   
PhysHlth_1-5                                        8.720300e-02   
PhysHlth_6-10                                       8.720300e-02   
PhysHlth_11-15                                      8.720300e-02   
PhysHlth_16-20                                      8.720300e-02   
PhysHlth_21-25                                      8.720300e-02   
PhysHlth_26-30                                      8.720300e-02   
Education_Never attended school or only kinderg...  7.869765e-08   
Education_Elementary                                1.471527e-01   
Education_Some high school                          1.471527e-01   
Education_High school graduate                      1.471527e-01   
Education_Some college or technical school          1.471527e-01   
Education_College graduate                          1.471527e-01   
Income_Less than $10,000                            1.365134e-01   
Income_$10,000-$14,999                              1.365134e-01   
Income_$15,000-$19,999                              1.365134e-01   
Income_$20,000-$24,999                              1.365134e-01   
Income_$25,000-$34,999                              1.365134e-01   
Income_$35,000-$49,999                              1.365134e-01   
Income_$50,000-$74,999                              1.365134e-01   
Income_$75,000 or more                              1.365134e-01   
Sex_Female                                          4.359437e-01   
Sex_Male                                            0.000000e+00   
Age_18-29                                           4.359437e-01   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC54  \
HighBP                                             -0.000000e+00   
HighChol                                            5.140525e-17   
CholCheck                                          -6.294581e-17   
Smoker                                             -1.838666e-16   
Stroke                                             -1.027092e-15   
HeartDiseaseorAttack                               -3.413403e-16   
PhysActivity                                       -3.111303e-16   
Fruits                                             -1.982593e-17   
Veggies                                            -4.105743e-18   
HvyAlcoholConsump                                  -1.914094e-16   
AnyHealthcare                                       1.452645e-17   
NoDocbcCost                                         4.320512e-17   
DiffWalk                                            2.460896e-16   
BMI_Underweight                                     2.217307e-01   
BMI_Healthy weight                                 -2.743033e-01   
BMI_Overweight                                     -1.117334e-01   
BMI_Class 1 Obesity                                -1.297811e-01   
BMI_Class 2 Obesity                                 6.041427e-01   
BMI_Class 3 Obesity                                -2.552968e-02   
GenHlth_Excellent                                  -1.628555e-02   
GenHlth_Very good                                  -1.628555e-02   
GenHlth_Good                                       -1.628555e-02   
GenHlth_Fair                                       -1.628555e-02   
GenHlth_Poor                                       -1.628555e-02   
MentHlth_0                                          1.293674e-01   
MentHlth_1-5                                        1.293674e-01   
MentHlth_6-10                                       1.293674e-01   
MentHlth_11-15                                      1.293674e-01   
MentHlth_16-20                                      1.293674e-01   
MentHlth_21-25                                      1.293674e-01   
MentHlth_26-30                                      1.293674e-01   
PhysHlth_0                                          8.909261e-02   
PhysHlth_1-5                                        8.909261e-02   
PhysHlth_6-10                                       8.909261e-02   
PhysHlth_11-15                                      8.909261e-02   
PhysHlth_16-20                                      8.909261e-02   
PhysHlth_21-25                                      8.909261e-02   
PhysHlth_26-30                                      8.909261e-02   
Education_Never attended school or only kinderg... -2.908634e-02   
Education_Elementary                               -1.145183e-01   
Education_Some high school                         -1.145183e-01   
Education_High school graduate                     -1.145183e-01   
Education_Some college or technical school         -1.145183e-01   
Education_College graduate                         -1.145183e-01   
Income_Less than $10,000                            1.659343e-01   
Income_$10,000-$14,999                              1.659343e-01   
Income_$15,000-$19,999                              1.659343e-01   
Income_$20,000-$24,999                              1.659343e-01   
Income_$25,000-$34,999                              1.659343e-01   
Income_$35,000-$49,999                              1.659343e-01   
Income_$50,000-$74,999                              1.659343e-01   
Income_$75,000 or more                              1.659343e-01   
Sex_Female                                         -9.973426e-02   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -9.973427e-02   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC55  \
HighBP                                              0.000000e+00   
HighChol                                           -1.335405e-16   
CholCheck                                           1.841417e-16   
Smoker                                             -7.376199e-17   
Stroke                                              5.519310e-16   
HeartDiseaseorAttack                               -7.073559e-18   
PhysActivity                                        6.000618e-17   
Fruits                                             -1.030052e-16   
Veggies                                            -7.239291e-18   
HvyAlcoholConsump                                  -3.362058e-17   
AnyHealthcare                                       3.730503e-16   
NoDocbcCost                                         1.156081e-16   
DiffWalk                                            1.544203e-16   
BMI_Underweight                                     5.724463e-01   
BMI_Healthy weight                                 -1.171348e-01   
BMI_Overweight                                      7.274798e-02   
BMI_Class 1 Obesity                                -7.494512e-02   
BMI_Class 2 Obesity                                -1.396439e-01   
BMI_Class 3 Obesity                                 3.934564e-01   
GenHlth_Excellent                                  -8.076326e-03   
GenHlth_Very good                                  -8.076326e-03   
GenHlth_Good                                       -8.076326e-03   
GenHlth_Fair                                       -8.076326e-03   
GenHlth_Poor                                       -8.076326e-03   
MentHlth_0                                         -1.003975e-01   
MentHlth_1-5                                       -1.003975e-01   
MentHlth_6-10                                      -1.003975e-01   
MentHlth_11-15                                     -1.003975e-01   
MentHlth_16-20                                     -1.003975e-01   
MentHlth_21-25                                     -1.003975e-01   
MentHlth_26-30                                     -1.003975e-01   
PhysHlth_0                                         -7.629891e-02   
PhysHlth_1-5                                       -7.629891e-02   
PhysHlth_6-10                                      -7.629891e-02   
PhysHlth_11-15                                     -7.629891e-02   
PhysHlth_16-20                                     -7.629891e-02   
PhysHlth_21-25                                     -7.629891e-02   
PhysHlth_26-30                                     -7.629891e-02   
Education_Never attended school or only kinderg... -2.550827e-02   
Education_Elementary                               -1.894758e-01   
Education_Some high school                         -1.894758e-01   
Education_High school graduate                     -1.894758e-01   
Education_Some college or technical school         -1.894758e-01   
Education_College graduate                         -1.894758e-01   
Income_Less than $10,000                            1.664473e-02   
Income_$10,000-$14,999                              1.664473e-02   
Income_$15,000-$19,999                              1.664473e-02   
Income_$20,000-$24,999                              1.664473e-02   
Income_$25,000-$34,999                              1.664473e-02   
Income_$35,000-$49,999                              1.664473e-02   
Income_$50,000-$74,999                              1.664473e-02   
Income_$75,000 or more                              1.664473e-02   
Sex_Female                                          2.994665e-01   
Sex_Male                                            0.000000e+00   
Age_18-29                                           2.994665e-01   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC56  \
HighBP                                              0.000000e+00   
HighChol                                            2.430389e-16   
CholCheck                                           4.171403e-16   
Smoker                                              2.441393e-16   
Stroke                                             -3.923352e-15   
HeartDiseaseorAttack                                2.049473e-15   
PhysActivity                                       -6.011467e-17   
Fruits                                              6.314571e-17   
Veggies                                            -4.510196e-17   
HvyAlcoholConsump                                  -5.087140e-17   
AnyHealthcare                                      -1.840592e-16   
NoDocbcCost                                        -6.348005e-17   
DiffWalk                                           -7.178864e-16   
BMI_Underweight                                    -2.753378e-01   
BMI_Healthy weight                                  5.130492e-01   
BMI_Overweight                                      3.013225e-01   
BMI_Class 1 Obesity                                -1.095271e-01   
BMI_Class 2 Obesity                                -1.129780e-01   
BMI_Class 3 Obesity                                 1.620451e-01   
GenHlth_Excellent                                  -3.417864e-02   
GenHlth_Very good                                  -3.417864e-02   
GenHlth_Good                                       -3.417864e-02   
GenHlth_Fair                                       -3.417864e-02   
GenHlth_Poor                                       -3.417864e-02   
MentHlth_0                                          9.471620e-02   
MentHlth_1-5                                        9.471620e-02   
MentHlth_6-10                                       9.471620e-02   
MentHlth_11-15                                      9.471620e-02   
MentHlth_16-20                                      9.471620e-02   
MentHlth_21-25                                      9.471620e-02   
MentHlth_26-30                                      9.471620e-02   
PhysHlth_0                                          4.325008e-02   
PhysHlth_1-5                                        4.325008e-02   
PhysHlth_6-10                                       4.325008e-02   
PhysHlth_11-15                                      4.325008e-02   
PhysHlth_16-20                                      4.325008e-02   
PhysHlth_21-25                                      4.325008e-02   
PhysHlth_26-30                                      4.325008e-02   
Education_Never attended school or only kinderg...  4.166191e-03   
Education_Elementary                               -2.854073e-01   
Education_Some high school                         -2.854073e-01   
Education_High school graduate                     -2.854073e-01   
Education_Some college or technical school         -2.854073e-01   
Education_College graduate                         -2.854073e-01   
Income_Less than $10,000                           -7.165803e-03   
Income_$10,000-$14,999                             -7.165803e-03   
Income_$15,000-$19,999                             -7.165803e-03   
Income_$20,000-$24,999                             -7.165803e-03   
Income_$25,000-$34,999                             -7.165803e-03   
Income_$35,000-$49,999                             -7.165803e-03   
Income_$50,000-$74,999                             -7.165803e-03   
Income_$75,000 or more                             -7.165803e-03   
Sex_Female                                         -1.218763e-01   
Sex_Male                                            0.000000e+00   
Age_18-29                                          -1.218763e-01   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC57          PC58  
HighBP                                              0.000000e+00 -0.000000e+00  
HighChol                                            1.659611e-16  5.673010e-17  
CholCheck                                           3.967561e-16  2.023016e-16  
Smoker                                              2.971000e-16  2.775101e-17  
Stroke                                             -5.048995e-15 -6.147535e-15  
HeartDiseaseorAttack                                1.332202e-15  1.585524e-15  
PhysActivity                                       -1.799826e-16 -2.917730e-16  
Fruits                                              2.027443e-16  5.937567e-17  
Veggies                                            -1.021757e-16 -1.452280e-16  
HvyAlcoholConsump                                   2.939193e-16 -1.598174e-16  
AnyHealthcare                                       2.294231e-16  4.772926e-16  
NoDocbcCost                                         1.692369e-16  4.060892e-16  
DiffWalk                                            8.381530e-16 -1.377160e-16  
BMI_Underweight                                    -2.488825e-01 -2.299773e-01  
BMI_Healthy weight                                  1.236376e-01 -1.766805e-01  
BMI_Overweight                                      9.038031e-02 -3.142310e-01  
BMI_Class 1 Obesity                                 3.732818e-02  8.221682e-01  
BMI_Class 2 Obesity                                 2.570466e-01 -7.455102e-02  
BMI_Class 3 Obesity                                 3.222334e-01  2.140647e-01  
GenHlth_Excellent                                   3.488632e-01 -5.363754e-02  
GenHlth_Very good                                   3.488632e-01 -5.363754e-02  
GenHlth_Good                                        3.488632e-01 -5.363754e-02  
GenHlth_Fair                                        3.488632e-01 -5.363754e-02  
GenHlth_Poor                                        3.488632e-01 -5.363754e-02  
MentHlth_0                                         -1.070504e-01  7.864843e-03  
MentHlth_1-5                                       -1.070504e-01  7.864843e-03  
MentHlth_6-10                                      -1.070504e-01  7.864843e-03  
MentHlth_11-15                                     -1.070504e-01  7.864843e-03  
MentHlth_16-20                                     -1.070504e-01  7.864843e-03  
MentHlth_21-25                                     -1.070504e-01  7.864843e-03  
MentHlth_26-30                                     -1.070504e-01  7.864843e-03  
PhysHlth_0                                          3.176261e-02  3.796394e-02  
PhysHlth_1-5                                        3.176261e-02  3.796394e-02  
PhysHlth_6-10                                       3.176261e-02  3.796394e-02  
PhysHlth_11-15                                      3.176261e-02  3.796394e-02  
PhysHlth_16-20                                      3.176261e-02  3.796394e-02  
PhysHlth_21-25                                      3.176261e-02  3.796394e-02  
PhysHlth_26-30                                      3.176261e-02  3.796394e-02  
Education_Never attended school or only kinderg...  4.648608e-03  4.451124e-03  
Education_Elementary                                2.741463e-02 -1.069324e-01  
Education_Some high school                          2.741463e-02 -1.069324e-01  
Education_High school graduate                      2.741463e-02 -1.069324e-01  
Education_Some college or technical school          2.741463e-02 -1.069324e-01  
Education_College graduate                          2.741463e-02 -1.069324e-01  
Income_Less than $10,000                            6.784250e-02  2.631577e-02  
Income_$10,000-$14,999                              6.784250e-02  2.631577e-02  
Income_$15,000-$19,999                              6.784250e-02  2.631577e-02  
Income_$20,000-$24,999                              6.784250e-02  2.631577e-02  
Income_$25,000-$34,999                              6.784250e-02  2.631577e-02  
Income_$35,000-$49,999                              6.784250e-02  2.631577e-02  
Income_$50,000-$74,999                              6.784250e-02  2.631577e-02  
Income_$75,000 or more                              6.784250e-02  2.631577e-02  
Sex_Female                                          5.870845e-02  3.295387e-02  
Sex_Male                                            0.000000e+00 -0.000000e+00  
Age_18-29                                           5.870845e-02  3.295387e-02  
Age_30-49                                           0.000000e+00 -0.000000e+00  
Age_50-64                                           0.000000e+00 -0.000000e+00  
Age_65+                                             0.000000e+00 -0.000000e+00  

[58 rows x 58 columns]

PCA Results for Subset_4:
        PC1       PC2       PC3       PC4       PC5       PC6       PC7  \
0  0.098514  0.488184  0.799907 -0.110986 -0.758632 -0.269842 -0.597904   
1 -1.048176 -0.177703 -0.654485  0.314032  0.843025 -0.164731  0.778465   
2  0.155894 -0.815433  0.892376  0.141612 -0.646602  0.438277  0.330750   
3  0.298246 -0.882103 -0.140217  0.246415 -0.722767  0.720609  0.793214   
4  0.277301 -0.547035  0.806740  0.104536 -0.298081  0.350875  0.240082   

        PC8       PC9      PC10  ...  PC49  PC50          PC51          PC52  \
0 -0.218295 -0.533257  0.294863  ...   0.0   0.0  3.090101e-17 -5.551115e-17   
1 -0.703178 -0.223980 -0.007533  ...   0.0   0.0  3.090101e-17 -5.551115e-17   
2  0.993272 -0.018510  0.099853  ...   0.0   0.0  3.090101e-17 -1.110223e-16   
3  0.046286 -0.316275 -0.602593  ...   0.0   0.0  3.090101e-17 -3.885781e-16   
4  0.739889 -0.221558 -0.637821  ...   0.0   0.0  3.090101e-17  0.000000e+00   

           PC53          PC54          PC55          PC56          PC57  \
0  1.554312e-15  7.216450e-16 -2.220446e-16 -4.024558e-16 -2.220446e-16   
1  6.661338e-16 -8.326673e-17 -5.551115e-17  1.526557e-16  1.110223e-16   
2  2.220446e-16  1.387779e-16  0.000000e+00  2.081668e-16  4.440892e-16   
3 -6.661338e-16  3.885781e-16  2.220446e-16 -7.910339e-16  8.881784e-16   
4 -6.661338e-16 -2.775558e-17  1.665335e-16  4.163336e-17 -2.220446e-16   

           PC58  
0  1.110223e-16  
1 -1.110223e-16  
2  7.216450e-16  
3  0.000000e+00  
4  4.440892e-16  

[5 rows x 58 columns]
No description has been provided for this image
For Subset_4, retain 22 components to explain 90% of the variance.


Explained Variance for Subset_5:
[1.02161754e-01 9.28402712e-02 7.86318974e-02 6.97192064e-02
 6.58300314e-02 6.05434737e-02 5.49250006e-02 5.08661895e-02
 4.34533695e-02 4.17356728e-02 3.16280490e-02 3.01849692e-02
 2.78911853e-02 2.48092273e-02 2.27399120e-02 2.10638089e-02
 1.87453379e-02 1.79520473e-02 1.57319888e-02 1.52102620e-02
 1.45973658e-02 1.33971002e-02 1.21503795e-02 1.01941811e-02
 9.62310725e-03 9.26424085e-03 7.87051351e-03 7.13788646e-03
 6.39822432e-03 5.24692362e-03 3.68210210e-03 3.02760510e-03
 2.43021419e-03 1.75854773e-03 1.35557024e-03 1.30861798e-03
 1.27016730e-03 1.13464373e-03 8.89538749e-04 5.99415698e-04
 1.56095590e-17 1.20969229e-17 1.00940985e-17 2.20570586e-18
 1.76009453e-18 1.19669810e-19 2.62894048e-34 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00]

Cumulative Variance for Subset_5:
[0.10216175 0.19500203 0.27363392 0.34335313 0.40918316 0.46972663
 0.52465164 0.57551782 0.61897119 0.66070687 0.69233492 0.72251989
 0.75041107 0.7752203  0.79796021 0.81902402 0.83776936 0.8557214
 0.87145339 0.88666365 0.90126102 0.91465812 0.9268085  0.93700268
 0.94662579 0.95589003 0.96376054 0.97089843 0.97729665 0.98254358
 0.98622568 0.98925328 0.9916835  0.99344205 0.99479762 0.99610623
 0.9973764  0.99851105 0.99940058 1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.        ]

Loadings for Subset_5:
                                                             PC1  \
HighBP                                             -6.164308e-02   
HighChol                                           -5.167090e-02   
CholCheck                                           1.893331e-02   
Smoker                                             -1.523732e-01   
Stroke                                             -4.632853e-03   
HeartDiseaseorAttack                               -5.471739e-03   
PhysActivity                                        4.235161e-02   
Fruits                                              8.904666e-02   
Veggies                                             6.096528e-02   
HvyAlcoholConsump                                  -2.093288e-02   
AnyHealthcare                                       4.425955e-02   
NoDocbcCost                                        -7.983254e-02   
DiffWalk                                           -1.674558e-02   
BMI_Underweight                                    -6.776264e-21   
BMI_Healthy weight                                 -3.388132e-21   
BMI_Overweight                                     -1.925641e-18   
BMI_Class 1 Obesity                                -0.000000e+00   
BMI_Class 2 Obesity                                -0.000000e+00   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                   3.539791e-01   
GenHlth_Very good                                  -1.406293e-01   
GenHlth_Good                                       -1.704177e-01   
GenHlth_Fair                                       -3.324836e-02   
GenHlth_Poor                                       -9.683777e-03   
MentHlth_0                                          5.153082e-01   
MentHlth_1-5                                       -3.515225e-01   
MentHlth_6-10                                      -5.180823e-02   
MentHlth_11-15                                     -4.908892e-02   
MentHlth_16-20                                     -1.723811e-02   
MentHlth_21-25                                     -4.358234e-03   
MentHlth_26-30                                     -4.129221e-02   
PhysHlth_0                                          3.958135e-01   
PhysHlth_1-5                                       -3.195049e-01   
PhysHlth_6-10                                      -3.264194e-02   
PhysHlth_11-15                                     -1.035773e-02   
PhysHlth_16-20                                     -6.449871e-03   
PhysHlth_21-25                                     -3.911446e-03   
PhysHlth_26-30                                     -2.294761e-02   
Education_Never attended school or only kinderg... -0.000000e+00   
Education_Elementary                                1.387134e-03   
Education_Some high school                         -1.883061e-02   
Education_High school graduate                     -4.913221e-02   
Education_Some college or technical school         -1.740363e-01   
Education_College graduate                          2.406120e-01   
Income_Less than $10,000                           -9.587920e-03   
Income_$10,000-$14,999                             -1.322545e-02   
Income_$15,000-$19,999                             -2.996290e-02   
Income_$20,000-$24,999                             -3.521815e-02   
Income_$25,000-$34,999                             -4.563753e-02   
Income_$35,000-$49,999                             -3.755310e-02   
Income_$50,000-$74,999                              4.168321e-02   
Income_$75,000 or more                              1.295018e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -1.924954e-18   
Age_18-29                                          -1.924954e-18   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC2  \
HighBP                                              1.274456e-02   
HighChol                                            3.148841e-02   
CholCheck                                           3.468984e-03   
Smoker                                             -1.856604e-01   
Stroke                                             -2.392141e-03   
HeartDiseaseorAttack                               -4.349309e-03   
PhysActivity                                        6.000557e-02   
Fruits                                             -2.384792e-02   
Veggies                                             6.247228e-02   
HvyAlcoholConsump                                  -7.936850e-03   
AnyHealthcare                                       1.137587e-01   
NoDocbcCost                                        -4.937867e-02   
DiffWalk                                           -1.370879e-02   
BMI_Underweight                                     4.336809e-19   
BMI_Healthy weight                                 -2.168404e-19   
BMI_Overweight                                     -1.774266e-17   
BMI_Class 1 Obesity                                -4.065758e-20   
BMI_Class 2 Obesity                                -0.000000e+00   
BMI_Class 3 Obesity                                 4.235165e-22   
GenHlth_Excellent                                  -1.969850e-01   
GenHlth_Very good                                   3.904015e-01   
GenHlth_Good                                       -1.647384e-01   
GenHlth_Fair                                       -2.309339e-02   
GenHlth_Poor                                       -5.584693e-03   
MentHlth_0                                         -1.460825e-01   
MentHlth_1-5                                        1.605005e-01   
MentHlth_6-10                                       8.599458e-03   
MentHlth_11-15                                     -1.287031e-02   
MentHlth_16-20                                      3.773782e-03   
MentHlth_21-25                                     -1.067633e-03   
MentHlth_26-30                                     -1.285328e-02   
PhysHlth_0                                         -1.049561e-01   
PhysHlth_1-5                                        1.175678e-01   
PhysHlth_6-10                                       2.205101e-03   
PhysHlth_11-15                                     -2.003566e-03   
PhysHlth_16-20                                     -4.078214e-03   
PhysHlth_21-25                                      7.609415e-04   
PhysHlth_26-30                                     -9.495977e-03   
Education_Never attended school or only kinderg... -1.033364e-37   
Education_Elementary                               -3.112307e-03   
Education_Some high school                         -1.472479e-02   
Education_High school graduate                     -2.589813e-01   
Education_Some college or technical school         -3.332428e-01   
Education_College graduate                          6.100611e-01   
Income_Less than $10,000                           -2.430134e-02   
Income_$10,000-$14,999                             -1.583681e-02   
Income_$15,000-$19,999                             -3.880990e-02   
Income_$20,000-$24,999                             -5.786901e-02   
Income_$25,000-$34,999                             -1.103434e-01   
Income_$35,000-$49,999                             -6.812418e-02   
Income_$50,000-$74,999                              4.252415e-02   
Income_$75,000 or more                              2.727604e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -1.767827e-17   
Age_18-29                                          -1.767827e-17   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC3  \
HighBP                                              2.363984e-03   
HighChol                                           -3.922402e-02   
CholCheck                                           1.058766e-02   
Smoker                                              2.224919e-02   
Stroke                                             -4.347676e-03   
HeartDiseaseorAttack                               -5.097155e-03   
PhysActivity                                        1.017212e-02   
Fruits                                              6.607912e-02   
Veggies                                             4.702809e-02   
HvyAlcoholConsump                                  -1.442330e-02   
AnyHealthcare                                       3.077490e-02   
NoDocbcCost                                        -1.817040e-02   
DiffWalk                                           -1.320496e-02   
BMI_Underweight                                    -5.551115e-17   
BMI_Healthy weight                                  2.775558e-17   
BMI_Overweight                                      5.996474e-17   
BMI_Class 1 Obesity                                 1.040834e-17   
BMI_Class 2 Obesity                                 1.734723e-18   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                  -3.318495e-01   
GenHlth_Very good                                   6.708092e-01   
GenHlth_Good                                       -3.097384e-01   
GenHlth_Fair                                       -2.433545e-02   
GenHlth_Poor                                       -4.885852e-03   
MentHlth_0                                          2.434531e-01   
MentHlth_1-5                                       -1.893472e-01   
MentHlth_6-10                                      -1.277196e-02   
MentHlth_11-15                                     -1.964765e-02   
MentHlth_16-20                                     -5.128731e-03   
MentHlth_21-25                                     -4.263648e-03   
MentHlth_26-30                                     -1.229392e-02   
PhysHlth_0                                          1.371267e-01   
PhysHlth_1-5                                       -9.461210e-02   
PhysHlth_6-10                                      -1.963689e-02   
PhysHlth_11-15                                     -7.129667e-03   
PhysHlth_16-20                                     -2.909890e-03   
PhysHlth_21-25                                     -8.288739e-04   
PhysHlth_26-30                                     -1.200924e-02   
Education_Never attended school or only kinderg...  4.525287e-34   
Education_Elementary                               -1.156514e-04   
Education_Some high school                         -1.564348e-02   
Education_High school graduate                     -5.362746e-02   
Education_Some college or technical school          3.464089e-01   
Education_College graduate                         -2.770223e-01   
Income_Less than $10,000                           -7.654019e-03   
Income_$10,000-$14,999                              2.528928e-03   
Income_$15,000-$19,999                              9.122604e-03   
Income_$20,000-$24,999                              3.523322e-03   
Income_$25,000-$34,999                             -2.057346e-02   
Income_$35,000-$49,999                              5.034740e-02   
Income_$50,000-$74,999                              3.091427e-02   
Income_$75,000 or more                             -6.820904e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                            4.617239e-17   
Age_18-29                                           4.617239e-17   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC4  \
HighBP                                             -1.811275e-02   
HighChol                                           -5.267736e-02   
CholCheck                                           3.693987e-03   
Smoker                                             -2.103161e-01   
Stroke                                             -8.371518e-04   
HeartDiseaseorAttack                               -2.855648e-03   
PhysActivity                                        1.222328e-01   
Fruits                                              3.058770e-01   
Veggies                                             1.998767e-01   
HvyAlcoholConsump                                  -2.785373e-02   
AnyHealthcare                                       7.369664e-02   
NoDocbcCost                                        -4.380210e-02   
DiffWalk                                            2.571582e-03   
BMI_Underweight                                     0.000000e+00   
BMI_Healthy weight                                  1.665335e-16   
BMI_Overweight                                      2.096115e-16   
BMI_Class 1 Obesity                                 2.775558e-17   
BMI_Class 2 Obesity                                -1.387779e-17   
BMI_Class 3 Obesity                                 1.734723e-18   
GenHlth_Excellent                                   3.228186e-01   
GenHlth_Very good                                  -1.564489e-01   
GenHlth_Good                                       -1.535575e-01   
GenHlth_Fair                                       -1.297557e-02   
GenHlth_Poor                                        1.633268e-04   
MentHlth_0                                         -8.533031e-02   
MentHlth_1-5                                        8.669981e-02   
MentHlth_6-10                                      -2.094275e-03   
MentHlth_11-15                                     -4.248824e-03   
MentHlth_16-20                                     -6.781832e-03   
MentHlth_21-25                                      4.887559e-04   
MentHlth_26-30                                      1.126668e-02   
PhysHlth_0                                         -1.727633e-01   
PhysHlth_1-5                                        1.709846e-01   
PhysHlth_6-10                                      -2.284994e-03   
PhysHlth_11-15                                      3.509759e-03   
PhysHlth_16-20                                     -5.261144e-03   
PhysHlth_21-25                                      3.679261e-03   
PhysHlth_26-30                                      2.135757e-03   
Education_Never attended school or only kinderg...  1.237801e-32   
Education_Elementary                               -1.351451e-03   
Education_Some high school                         -7.490030e-03   
Education_High school graduate                     -4.737366e-01   
Education_Some college or technical school          5.389151e-01   
Education_College graduate                         -5.633705e-02   
Income_Less than $10,000                           -1.107897e-03   
Income_$10,000-$14,999                             -7.230451e-03   
Income_$15,000-$19,999                             -2.545427e-02   
Income_$20,000-$24,999                             -2.710324e-03   
Income_$25,000-$34,999                             -4.664884e-02   
Income_$35,000-$49,999                             -8.114652e-02   
Income_$50,000-$74,999                             -3.707034e-02   
Income_$75,000 or more                              2.013686e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            1.198306e-16   
Age_18-29                                           1.198306e-16   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC5  \
HighBP                                              4.215050e-02   
HighChol                                            2.511730e-02   
CholCheck                                           1.133917e-02   
Smoker                                              9.882651e-02   
Stroke                                              1.775203e-03   
HeartDiseaseorAttack                               -3.679637e-03   
PhysActivity                                        1.450241e-02   
Fruits                                             -1.063679e-06   
Veggies                                             5.727533e-02   
HvyAlcoholConsump                                   1.241539e-02   
AnyHealthcare                                       1.334616e-02   
NoDocbcCost                                        -1.196825e-02   
DiffWalk                                           -9.511585e-03   
BMI_Underweight                                     0.000000e+00   
BMI_Healthy weight                                  5.551115e-17   
BMI_Overweight                                      5.521191e-17   
BMI_Class 1 Obesity                                 5.551115e-17   
BMI_Class 2 Obesity                                -4.163336e-17   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                   7.128151e-02   
GenHlth_Very good                                   4.210328e-02   
GenHlth_Good                                       -1.184739e-01   
GenHlth_Fair                                        5.889274e-03   
GenHlth_Poor                                       -8.001781e-04   
MentHlth_0                                         -4.454682e-01   
MentHlth_1-5                                        4.133122e-01   
MentHlth_6-10                                       3.522337e-02   
MentHlth_11-15                                     -4.557936e-04   
MentHlth_16-20                                     -2.736223e-04   
MentHlth_21-25                                      1.039347e-03   
MentHlth_26-30                                     -3.377270e-03   
PhysHlth_0                                          5.194528e-01   
PhysHlth_1-5                                       -4.776351e-01   
PhysHlth_6-10                                      -1.910773e-02   
PhysHlth_11-15                                     -4.534100e-03   
PhysHlth_16-20                                     -3.549056e-03   
PhysHlth_21-25                                     -2.350808e-03   
PhysHlth_26-30                                     -1.227608e-02   
Education_Never attended school or only kinderg...  4.648700e-32   
Education_Elementary                                1.464936e-03   
Education_Some high school                         -2.805811e-03   
Education_High school graduate                      5.353494e-02   
Education_Some college or technical school          5.792315e-02   
Education_College graduate                         -1.101172e-01   
Income_Less than $10,000                           -1.406978e-03   
Income_$10,000-$14,999                              2.149653e-03   
Income_$15,000-$19,999                             -1.610766e-02   
Income_$20,000-$24,999                             -4.165866e-03   
Income_$25,000-$34,999                             -1.595270e-02   
Income_$35,000-$49,999                             -8.767568e-02   
Income_$50,000-$74,999                             -1.108870e-01   
Income_$75,000 or more                              2.340462e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                           -6.893810e-18   
Age_18-29                                          -6.893810e-18   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC6  \
HighBP                                             -2.760741e-02   
HighChol                                           -1.970149e-02   
CholCheck                                           2.166993e-02   
Smoker                                              8.773519e-02   
Stroke                                             -3.404515e-04   
HeartDiseaseorAttack                                8.964281e-03   
PhysActivity                                        4.858524e-02   
Fruits                                              7.754586e-01   
Veggies                                             3.408053e-01   
HvyAlcoholConsump                                  -2.100759e-02   
AnyHealthcare                                      -4.821237e-02   
NoDocbcCost                                         3.438302e-02   
DiffWalk                                            3.370530e-03   
BMI_Underweight                                     2.255141e-17   
BMI_Healthy weight                                  1.110223e-16   
BMI_Overweight                                      4.565782e-17   
BMI_Class 1 Obesity                                 3.330669e-16   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                  -2.144812e-02   
GenHlth_Very good                                   4.030197e-02   
GenHlth_Good                                       -1.735116e-02   
GenHlth_Fair                                       -5.532765e-03   
GenHlth_Poor                                        4.030084e-03   
MentHlth_0                                         -9.417811e-02   
MentHlth_1-5                                        8.835900e-02   
MentHlth_6-10                                      -7.801333e-03   
MentHlth_11-15                                      3.775766e-03   
MentHlth_16-20                                      3.238158e-03   
MentHlth_21-25                                      3.830640e-03   
MentHlth_26-30                                      2.775879e-03   
PhysHlth_0                                          7.850958e-03   
PhysHlth_1-5                                       -2.485669e-02   
PhysHlth_6-10                                       8.909030e-03   
PhysHlth_11-15                                     -2.588547e-03   
PhysHlth_16-20                                      4.285590e-03   
PhysHlth_21-25                                      3.658245e-03   
PhysHlth_26-30                                      2.741412e-03   
Education_Never attended school or only kinderg...  6.377717e-31   
Education_Elementary                                1.872496e-03   
Education_Some high school                          1.649446e-02   
Education_High school graduate                      1.558027e-01   
Education_Some college or technical school         -2.323790e-01   
Education_College graduate                          5.820938e-02   
Income_Less than $10,000                           -2.200249e-03   
Income_$10,000-$14,999                              4.445879e-03   
Income_$15,000-$19,999                              1.593782e-02   
Income_$20,000-$24,999                              1.779894e-02   
Income_$25,000-$34,999                              4.430092e-02   
Income_$35,000-$49,999                              9.242756e-02   
Income_$50,000-$74,999                              1.771046e-01   
Income_$75,000 or more                             -3.498155e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                           -5.900196e-17   
Age_18-29                                          -5.900196e-17   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC7  \
HighBP                                              5.477063e-02   
HighChol                                            3.651802e-02   
CholCheck                                          -5.499511e-03   
Smoker                                              1.549758e-01   
Stroke                                              5.062087e-03   
HeartDiseaseorAttack                                7.972463e-03   
PhysActivity                                        9.322164e-03   
Fruits                                              3.050966e-01   
Veggies                                             1.614360e-01   
HvyAlcoholConsump                                   3.536161e-02   
AnyHealthcare                                      -9.536460e-03   
NoDocbcCost                                         1.823296e-02   
DiffWalk                                            6.978383e-03   
BMI_Underweight                                     5.551115e-17   
BMI_Healthy weight                                 -5.551115e-17   
BMI_Overweight                                      2.094706e-17   
BMI_Class 1 Obesity                                 2.775558e-16   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                 1.387779e-17   
GenHlth_Excellent                                  -2.835414e-01   
GenHlth_Very good                                  -3.296739e-02   
GenHlth_Good                                        3.118136e-01   
GenHlth_Fair                                        2.562700e-03   
GenHlth_Poor                                        2.132463e-03   
MentHlth_0                                          1.437073e-01   
MentHlth_1-5                                       -1.829299e-01   
MentHlth_6-10                                       1.907633e-02   
MentHlth_11-15                                      9.706054e-03   
MentHlth_16-20                                      1.065435e-02   
MentHlth_21-25                                      1.707323e-03   
MentHlth_26-30                                     -1.921487e-03   
PhysHlth_0                                         -7.001185e-02   
PhysHlth_1-5                                        3.226148e-02   
PhysHlth_6-10                                       1.417497e-02   
PhysHlth_11-15                                      4.198068e-03   
PhysHlth_16-20                                      3.220730e-03   
PhysHlth_21-25                                      1.628152e-03   
PhysHlth_26-30                                      1.452845e-02   
Education_Never attended school or only kinderg...  3.551586e-30   
Education_Elementary                                1.405931e-03   
Education_Some high school                          6.200247e-03   
Education_High school graduate                      1.575620e-01   
Education_Some college or technical school         -5.384600e-02   
Education_College graduate                         -1.113222e-01   
Income_Less than $10,000                           -1.056752e-02   
Income_$10,000-$14,999                             -6.201603e-03   
Income_$15,000-$19,999                             -4.114299e-03   
Income_$20,000-$24,999                             -1.328553e-02   
Income_$25,000-$34,999                              1.828748e-03   
Income_$35,000-$49,999                             -1.853831e-01   
Income_$50,000-$74,999                             -3.972021e-01   
Income_$75,000 or more                              6.149255e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                           -4.239605e-17   
Age_18-29                                          -4.239605e-17   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC8  \
HighBP                                             -9.983334e-02   
HighChol                                           -7.443256e-02   
CholCheck                                           1.156203e-02   
Smoker                                             -1.301632e-01   
Stroke                                             -4.595007e-03   
HeartDiseaseorAttack                               -1.079982e-02   
PhysActivity                                        6.252936e-02   
Fruits                                             -2.912150e-02   
Veggies                                            -4.877670e-04   
HvyAlcoholConsump                                  -1.125148e-02   
AnyHealthcare                                       7.630644e-02   
NoDocbcCost                                        -6.752871e-02   
DiffWalk                                            3.836462e-03   
BMI_Underweight                                     2.775558e-17   
BMI_Healthy weight                                 -1.110223e-16   
BMI_Overweight                                     -1.235655e-17   
BMI_Class 1 Obesity                                 8.326673e-17   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                   3.607896e-01   
GenHlth_Very good                                   1.330824e-01   
GenHlth_Good                                       -5.028612e-01   
GenHlth_Fair                                        9.325543e-03   
GenHlth_Poor                                       -3.362889e-04   
MentHlth_0                                         -2.230433e-02   
MentHlth_1-5                                        9.087495e-02   
MentHlth_6-10                                      -2.505908e-02   
MentHlth_11-15                                     -1.606680e-02   
MentHlth_16-20                                     -5.237685e-03   
MentHlth_21-25                                     -1.594699e-03   
MentHlth_26-30                                     -2.061236e-02   
PhysHlth_0                                         -2.342814e-01   
PhysHlth_1-5                                        2.214835e-01   
PhysHlth_6-10                                       1.025689e-02   
PhysHlth_11-15                                     -1.567974e-03   
PhysHlth_16-20                                      2.280913e-04   
PhysHlth_21-25                                     -2.778924e-03   
PhysHlth_26-30                                      6.659756e-03   
Education_Never attended school or only kinderg...  8.347105e-30   
Education_Elementary                               -8.523264e-05   
Education_Some high school                         -1.197134e-02   
Education_High school graduate                      5.067234e-01   
Education_Some college or technical school         -2.289148e-01   
Education_College graduate                         -2.657520e-01   
Income_Less than $10,000                           -1.161184e-02   
Income_$10,000-$14,999                             -8.079598e-04   
Income_$15,000-$19,999                              2.658324e-02   
Income_$20,000-$24,999                              1.490425e-02   
Income_$25,000-$34,999                             -3.892347e-03   
Income_$35,000-$49,999                             -7.328911e-02   
Income_$50,000-$74,999                             -1.331292e-01   
Income_$75,000 or more                              1.812429e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                           -2.126227e-17   
Age_18-29                                          -2.126227e-17   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC9  \
HighBP                                              2.410546e-02   
HighChol                                            5.365554e-03   
CholCheck                                          -3.135613e-02   
Smoker                                              8.710823e-01   
Stroke                                              5.449158e-04   
HeartDiseaseorAttack                                7.960271e-03   
PhysActivity                                        1.186806e-02   
Fruits                                             -9.418993e-02   
Veggies                                             1.111381e-01   
HvyAlcoholConsump                                   1.393436e-01   
AnyHealthcare                                      -2.745774e-02   
NoDocbcCost                                         6.905724e-02   
DiffWalk                                           -9.634839e-04   
BMI_Underweight                                    -1.665335e-16   
BMI_Healthy weight                                  2.602085e-17   
BMI_Overweight                                     -1.718987e-16   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                -1.387779e-17   
BMI_Class 3 Obesity                                 1.110223e-16   
GenHlth_Excellent                                   2.129552e-01   
GenHlth_Very good                                   1.821225e-02   
GenHlth_Good                                       -2.572500e-01   
GenHlth_Fair                                        1.946773e-02   
GenHlth_Poor                                        6.614739e-03   
MentHlth_0                                          1.217875e-02   
MentHlth_1-5                                       -9.162993e-02   
MentHlth_6-10                                       1.422952e-02   
MentHlth_11-15                                      2.195480e-02   
MentHlth_16-20                                      1.293343e-02   
MentHlth_21-25                                      1.076167e-04   
MentHlth_26-30                                      3.022581e-02   
PhysHlth_0                                         -9.224144e-02   
PhysHlth_1-5                                        6.997678e-02   
PhysHlth_6-10                                      -4.529349e-03   
PhysHlth_11-15                                      3.876779e-03   
PhysHlth_16-20                                      9.729168e-03   
PhysHlth_21-25                                      5.025821e-03   
PhysHlth_26-30                                      8.162237e-03   
Education_Never attended school or only kinderg...  1.104019e-27   
Education_Elementary                                5.593199e-03   
Education_Some high school                          1.259590e-02   
Education_High school graduate                     -1.590577e-01   
Education_Some college or technical school         -4.076203e-03   
Education_College graduate                          1.449448e-01   
Income_Less than $10,000                           -2.389875e-02   
Income_$10,000-$14,999                             -1.564435e-02   
Income_$15,000-$19,999                             -1.326942e-02   
Income_$20,000-$24,999                             -6.003437e-02   
Income_$25,000-$34,999                             -1.075116e-02   
Income_$35,000-$49,999                              4.139478e-02   
Income_$50,000-$74,999                              2.217516e-02   
Income_$75,000 or more                              6.002811e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                           -2.259305e-16   
Age_18-29                                          -2.259305e-16   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC10  ...  PC49  \
HighBP                                             -1.306611e-01  ...   0.0   
HighChol                                           -7.578929e-02  ...   0.0   
CholCheck                                          -3.811595e-03  ...   0.0   
Smoker                                             -5.368916e-02  ...   0.0   
Stroke                                             -2.743605e-03  ...   0.0   
HeartDiseaseorAttack                               -2.545997e-03  ...   0.0   
PhysActivity                                       -4.315054e-02  ...   0.0   
Fruits                                             -2.032913e-02  ...   0.0   
Veggies                                             8.233912e-02  ...   0.0   
HvyAlcoholConsump                                  -4.537989e-02  ...   0.0   
AnyHealthcare                                      -2.661793e-04  ...   0.0   
NoDocbcCost                                         2.690634e-02  ...   0.0   
DiffWalk                                           -1.886133e-02  ...   0.0   
BMI_Underweight                                    -3.469447e-17  ...   0.0   
BMI_Healthy weight                                  8.326673e-17  ...   0.0   
BMI_Overweight                                      4.327427e-17  ...   0.0   
BMI_Class 1 Obesity                                -5.551115e-17  ...   0.0   
BMI_Class 2 Obesity                                 1.387779e-17  ...   0.0   
BMI_Class 3 Obesity                                 1.387779e-17  ...   0.0   
GenHlth_Excellent                                   2.797214e-02  ...   0.0   
GenHlth_Very good                                   5.279234e-03  ...   0.0   
GenHlth_Good                                       -2.417241e-02  ...   0.0   
GenHlth_Fair                                       -1.198530e-02  ...   0.0   
GenHlth_Poor                                        2.906330e-03  ...   0.0   
MentHlth_0                                         -2.838454e-03  ...   0.0   
MentHlth_1-5                                        3.885976e-02  ...   0.0   
MentHlth_6-10                                       4.179249e-03  ...   0.0   
MentHlth_11-15                                     -3.610466e-02  ...   0.0   
MentHlth_16-20                                     -2.149390e-03  ...   0.0   
MentHlth_21-25                                     -1.455872e-03  ...   0.0   
MentHlth_26-30                                     -4.906393e-04  ...   0.0   
PhysHlth_0                                          1.537226e-02  ...   0.0   
PhysHlth_1-5                                       -1.675304e-02  ...   0.0   
PhysHlth_6-10                                       1.013240e-02  ...   0.0   
PhysHlth_11-15                                     -1.483833e-03  ...   0.0   
PhysHlth_16-20                                     -2.077194e-03  ...   0.0   
PhysHlth_21-25                                     -2.361666e-03  ...   0.0   
PhysHlth_26-30                                     -2.828928e-03  ...   0.0   
Education_Never attended school or only kinderg...  3.776618e-28  ...   0.0   
Education_Elementary                               -2.600314e-03  ...   0.0   
Education_Some high school                         -7.639558e-04  ...   0.0   
Education_High school graduate                     -6.769613e-02  ...   0.0   
Education_Some college or technical school         -1.746416e-02  ...   0.0   
Education_College graduate                          8.852456e-02  ...   0.0   
Income_Less than $10,000                           -2.864249e-03  ...   0.0   
Income_$10,000-$14,999                             -3.992559e-03  ...   0.0   
Income_$15,000-$19,999                             -1.575926e-02  ...   0.0   
Income_$20,000-$24,999                             -1.705057e-02  ...   0.0   
Income_$25,000-$34,999                             -4.121910e-02  ...   0.0   
Income_$35,000-$49,999                              7.557882e-01  ...   0.0   
Income_$50,000-$74,999                             -6.049297e-01  ...   0.0   
Income_$75,000 or more                             -6.997280e-02  ...   0.0   
Sex_Female                                          0.000000e+00  ...   0.0   
Sex_Male                                            9.716243e-18  ...   0.0   
Age_18-29                                           9.716243e-18  ...   0.0   
Age_30-49                                           0.000000e+00  ...   0.0   
Age_50-64                                           0.000000e+00  ...   1.0   
Age_65+                                             0.000000e+00  ...   0.0   

                                                    PC50          PC51  \
HighBP                                               0.0  0.000000e+00   
HighChol                                             0.0 -4.065863e-29   
CholCheck                                            0.0  2.623222e-28   
Smoker                                               0.0 -2.220126e-28   
Stroke                                               0.0 -1.530977e-27   
HeartDiseaseorAttack                                 0.0  6.548563e-27   
PhysActivity                                         0.0  3.996307e-28   
Fruits                                               0.0 -1.723889e-28   
Veggies                                              0.0  3.172386e-29   
HvyAlcoholConsump                                    0.0  2.458606e-28   
AnyHealthcare                                        0.0  8.123465e-29   
NoDocbcCost                                          0.0  3.002200e-28   
DiffWalk                                             0.0 -7.083740e-28   
BMI_Underweight                                      0.0  1.667522e-12   
BMI_Healthy weight                                   0.0  1.192790e-12   
BMI_Overweight                                       0.0  6.003631e-13   
BMI_Class 1 Obesity                                  0.0  7.515264e-13   
BMI_Class 2 Obesity                                  0.0  1.420210e-13   
BMI_Class 3 Obesity                                  0.0 -6.661966e-14   
GenHlth_Excellent                                    0.0 -6.817631e-13   
GenHlth_Very good                                    0.0 -6.817631e-13   
GenHlth_Good                                         0.0 -6.817631e-13   
GenHlth_Fair                                         0.0 -6.817631e-13   
GenHlth_Poor                                         0.0 -6.817631e-13   
MentHlth_0                                           0.0 -4.238321e-13   
MentHlth_1-5                                         0.0 -4.238321e-13   
MentHlth_6-10                                        0.0 -4.238321e-13   
MentHlth_11-15                                       0.0 -4.238321e-13   
MentHlth_16-20                                       0.0 -4.238321e-13   
MentHlth_21-25                                       0.0 -4.238321e-13   
MentHlth_26-30                                       0.0 -4.238321e-13   
PhysHlth_0                                           0.0 -1.567604e-13   
PhysHlth_1-5                                         0.0 -1.567604e-13   
PhysHlth_6-10                                        0.0 -1.567604e-13   
PhysHlth_11-15                                       0.0 -1.567604e-13   
PhysHlth_16-20                                       0.0 -1.567604e-13   
PhysHlth_21-25                                       0.0 -1.567604e-13   
PhysHlth_26-30                                       0.0 -1.567604e-13   
Education_Never attended school or only kinderg...   0.0  8.836244e-12   
Education_Elementary                                 0.0 -5.455249e-14   
Education_Some high school                           0.0 -5.455249e-14   
Education_High school graduate                       0.0 -5.455249e-14   
Education_Some college or technical school           0.0 -5.455249e-14   
Education_College graduate                           0.0 -5.455249e-14   
Income_Less than $10,000                             0.0  8.828225e-13   
Income_$10,000-$14,999                               0.0  8.828225e-13   
Income_$15,000-$19,999                               0.0  8.828225e-13   
Income_$20,000-$24,999                               0.0  8.828225e-13   
Income_$25,000-$34,999                               0.0  8.828225e-13   
Income_$35,000-$49,999                               0.0  8.828225e-13   
Income_$50,000-$74,999                               0.0  8.828225e-13   
Income_$75,000 or more                               0.0  8.828225e-13   
Sex_Female                                           0.0  9.998010e-01   
Sex_Male                                             0.0  1.410510e-02   
Age_18-29                                            0.0 -1.410510e-02   
Age_30-49                                            1.0  0.000000e+00   
Age_50-64                                            0.0  0.000000e+00   
Age_65+                                              0.0  0.000000e+00   

                                                            PC52  \
HighBP                                             -0.000000e+00   
HighChol                                            5.937335e-18   
CholCheck                                           2.806524e-17   
Smoker                                             -2.954028e-19   
Stroke                                              7.598285e-17   
HeartDiseaseorAttack                               -1.463254e-16   
PhysActivity                                        4.521890e-18   
Fruits                                             -1.435815e-18   
Veggies                                             3.404245e-18   
HvyAlcoholConsump                                   2.585910e-18   
AnyHealthcare                                       9.534330e-18   
NoDocbcCost                                         7.362443e-18   
DiffWalk                                           -1.626151e-17   
BMI_Underweight                                    -3.719057e-03   
BMI_Healthy weight                                 -4.193037e-04   
BMI_Overweight                                      1.032352e-02   
BMI_Class 1 Obesity                                 1.200803e-02   
BMI_Class 2 Obesity                                -4.481750e-03   
BMI_Class 3 Obesity                                -5.951048e-03   
GenHlth_Excellent                                  -1.450773e-03   
GenHlth_Very good                                  -1.450773e-03   
GenHlth_Good                                       -1.450773e-03   
GenHlth_Fair                                       -1.450773e-03   
GenHlth_Poor                                       -1.450773e-03   
MentHlth_0                                          1.717295e-03   
MentHlth_1-5                                        1.717295e-03   
MentHlth_6-10                                       1.717295e-03   
MentHlth_11-15                                      1.717295e-03   
MentHlth_16-20                                      1.717295e-03   
MentHlth_21-25                                      1.717295e-03   
MentHlth_26-30                                      1.717295e-03   
PhysHlth_0                                          7.897450e-03   
PhysHlth_1-5                                        7.897450e-03   
PhysHlth_6-10                                       7.897450e-03   
PhysHlth_11-15                                      7.897450e-03   
PhysHlth_16-20                                      7.897450e-03   
PhysHlth_21-25                                      7.897450e-03   
PhysHlth_26-30                                      7.897450e-03   
Education_Never attended school or only kinderg...  9.991415e-01   
Education_Elementary                                2.519090e-04   
Education_Some high school                          2.519090e-04   
Education_High school graduate                      2.519090e-04   
Education_Some college or technical school          2.519090e-04   
Education_College graduate                          2.519090e-04   
Income_Less than $10,000                            9.894419e-03   
Income_$10,000-$14,999                              9.894419e-03   
Income_$15,000-$19,999                              9.894419e-03   
Income_$20,000-$24,999                              9.894419e-03   
Income_$25,000-$34,999                              9.894419e-03   
Income_$35,000-$49,999                              9.894419e-03   
Income_$50,000-$74,999                              9.894419e-03   
Income_$75,000 or more                              9.894419e-03   
Sex_Female                                          2.220446e-16   
Sex_Male                                           -8.509074e-03   
Age_18-29                                          -8.509074e-03   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC53  \
HighBP                                             -0.000000e+00   
HighChol                                            1.313199e-16   
CholCheck                                           7.439894e-16   
Smoker                                              9.726993e-17   
Stroke                                              6.096627e-15   
HeartDiseaseorAttack                               -5.667431e-15   
PhysActivity                                        1.219988e-16   
Fruits                                             -8.692504e-17   
Veggies                                             8.209460e-17   
HvyAlcoholConsump                                   1.681363e-17   
AnyHealthcare                                       2.891673e-16   
NoDocbcCost                                         2.255666e-16   
DiffWalk                                           -3.682569e-16   
BMI_Underweight                                    -1.598277e-01   
BMI_Healthy weight                                 -5.760847e-02   
BMI_Overweight                                      3.370343e-01   
BMI_Class 1 Obesity                                 4.292714e-01   
BMI_Class 2 Obesity                                -6.506735e-02   
BMI_Class 3 Obesity                                -9.082570e-02   
GenHlth_Excellent                                   7.529009e-02   
GenHlth_Very good                                   7.529009e-02   
GenHlth_Good                                        7.529009e-02   
GenHlth_Fair                                        7.529009e-02   
GenHlth_Poor                                        7.529009e-02   
MentHlth_0                                          7.559648e-02   
MentHlth_1-5                                        7.559648e-02   
MentHlth_6-10                                       7.559648e-02   
MentHlth_11-15                                      7.559648e-02   
MentHlth_16-20                                      7.559648e-02   
MentHlth_21-25                                      7.559648e-02   
MentHlth_26-30                                      7.559648e-02   
PhysHlth_0                                          2.119169e-01   
PhysHlth_1-5                                        2.119169e-01   
PhysHlth_6-10                                       2.119169e-01   
PhysHlth_11-15                                      2.119169e-01   
PhysHlth_16-20                                      2.119169e-01   
PhysHlth_21-25                                      2.119169e-01   
PhysHlth_26-30                                      2.119169e-01   
Education_Never attended school or only kinderg... -3.793454e-02   
Education_Elementary                                2.687381e-02   
Education_Some high school                          2.687381e-02   
Education_High school graduate                      2.687381e-02   
Education_Some college or technical school          2.687381e-02   
Education_College graduate                          2.687381e-02   
Income_Less than $10,000                            1.555782e-01   
Income_$10,000-$14,999                              1.555782e-01   
Income_$15,000-$19,999                              1.555782e-01   
Income_$20,000-$24,999                              1.555782e-01   
Income_$25,000-$34,999                              1.555782e-01   
Income_$35,000-$49,999                              1.555782e-01   
Income_$50,000-$74,999                              1.555782e-01   
Income_$75,000 or more                              1.555782e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -1.992391e-01   
Age_18-29                                          -1.992391e-01   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC54  \
HighBP                                              0.000000e+00   
HighChol                                           -7.264504e-17   
CholCheck                                           1.631799e-16   
Smoker                                              4.439373e-16   
Stroke                                              2.742375e-17   
HeartDiseaseorAttack                               -2.256042e-15   
PhysActivity                                        1.890862e-16   
Fruits                                              2.812949e-17   
Veggies                                            -2.019620e-17   
HvyAlcoholConsump                                  -8.411561e-17   
AnyHealthcare                                       4.151576e-17   
NoDocbcCost                                         1.128520e-16   
DiffWalk                                            1.501050e-15   
BMI_Underweight                                    -1.796231e-02   
BMI_Healthy weight                                 -5.976497e-02   
BMI_Overweight                                      9.425999e-02   
BMI_Class 1 Obesity                                -1.502234e-01   
BMI_Class 2 Obesity                                 1.827034e-01   
BMI_Class 3 Obesity                                 2.709847e-01   
GenHlth_Excellent                                   7.024131e-02   
GenHlth_Very good                                   7.024131e-02   
GenHlth_Good                                        7.024131e-02   
GenHlth_Fair                                        7.024131e-02   
GenHlth_Poor                                        7.024131e-02   
MentHlth_0                                         -9.362211e-02   
MentHlth_1-5                                       -9.362211e-02   
MentHlth_6-10                                      -9.362211e-02   
MentHlth_11-15                                     -9.362211e-02   
MentHlth_16-20                                     -9.362211e-02   
MentHlth_21-25                                     -9.362211e-02   
MentHlth_26-30                                     -9.362211e-02   
PhysHlth_0                                          1.482864e-01   
PhysHlth_1-5                                        1.482864e-01   
PhysHlth_6-10                                       1.482864e-01   
PhysHlth_11-15                                      1.482864e-01   
PhysHlth_16-20                                      1.482864e-01   
PhysHlth_21-25                                      1.482864e-01   
PhysHlth_26-30                                      1.482864e-01   
Education_Never attended school or only kinderg... -2.830167e-05   
Education_Elementary                               -1.894984e-01   
Education_Some high school                         -1.894984e-01   
Education_High school graduate                     -1.894984e-01   
Education_Some college or technical school         -1.894984e-01   
Education_College graduate                         -1.894984e-01   
Income_Less than $10,000                            5.802806e-02   
Income_$10,000-$14,999                              5.802806e-02   
Income_$15,000-$19,999                              5.802806e-02   
Income_$20,000-$24,999                              5.802806e-02   
Income_$25,000-$34,999                              5.802806e-02   
Income_$35,000-$49,999                              5.802806e-02   
Income_$50,000-$74,999                              5.802806e-02   
Income_$75,000 or more                              5.802806e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                            4.535455e-01   
Age_18-29                                           4.535455e-01   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC55  \
HighBP                                             -0.000000e+00   
HighChol                                            8.382120e-18   
CholCheck                                          -1.472505e-16   
Smoker                                              1.640033e-16   
Stroke                                              5.668860e-15   
HeartDiseaseorAttack                               -4.830309e-15   
PhysActivity                                       -1.767944e-16   
Fruits                                             -6.355266e-17   
Veggies                                             9.450003e-18   
HvyAlcoholConsump                                  -5.826558e-17   
AnyHealthcare                                      -7.938937e-17   
NoDocbcCost                                         2.899436e-16   
DiffWalk                                            9.261013e-16   
BMI_Underweight                                     7.784310e-02   
BMI_Healthy weight                                 -3.264556e-01   
BMI_Overweight                                      4.250854e-01   
BMI_Class 1 Obesity                                 5.464822e-01   
BMI_Class 2 Obesity                                 3.836491e-01   
BMI_Class 3 Obesity                                 6.867249e-02   
GenHlth_Excellent                                   6.097513e-03   
GenHlth_Very good                                   6.097513e-03   
GenHlth_Good                                        6.097513e-03   
GenHlth_Fair                                        6.097513e-03   
GenHlth_Poor                                        6.097513e-03   
MentHlth_0                                          1.693890e-02   
MentHlth_1-5                                        1.693890e-02   
MentHlth_6-10                                       1.693890e-02   
MentHlth_11-15                                      1.693890e-02   
MentHlth_16-20                                      1.693890e-02   
MentHlth_21-25                                      1.693890e-02   
MentHlth_26-30                                      1.693890e-02   
PhysHlth_0                                         -1.680941e-01   
PhysHlth_1-5                                       -1.680941e-01   
PhysHlth_6-10                                      -1.680941e-01   
PhysHlth_11-15                                     -1.680941e-01   
PhysHlth_16-20                                     -1.680941e-01   
PhysHlth_21-25                                     -1.680941e-01   
PhysHlth_26-30                                     -1.680941e-01   
Education_Never attended school or only kinderg...  6.515719e-03   
Education_Elementary                               -4.510277e-02   
Education_Some high school                         -4.510277e-02   
Education_High school graduate                     -4.510277e-02   
Education_Some college or technical school         -4.510277e-02   
Education_College graduate                         -4.510277e-02   
Income_Less than $10,000                           -5.196199e-02   
Income_$10,000-$14,999                             -5.196199e-02   
Income_$15,000-$19,999                             -5.196199e-02   
Income_$20,000-$24,999                             -5.196199e-02   
Income_$25,000-$34,999                             -5.196199e-02   
Income_$35,000-$49,999                             -5.196199e-02   
Income_$50,000-$74,999                             -5.196199e-02   
Income_$75,000 or more                             -5.196199e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                            1.102866e-01   
Age_18-29                                           1.102866e-01   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC56  \
HighBP                                              2.919589e-17   
HighChol                                           -2.890798e-16   
CholCheck                                           1.613846e-15   
Smoker                                              6.393934e-16   
Stroke                                              8.647517e-14   
HeartDiseaseorAttack                               -4.842046e-14   
PhysActivity                                       -3.593146e-16   
Fruits                                              4.325523e-16   
Veggies                                             2.893622e-16   
HvyAlcoholConsump                                   1.110440e-15   
AnyHealthcare                                      -2.008213e-17   
NoDocbcCost                                        -1.355294e-15   
DiffWalk                                            2.673406e-15   
BMI_Underweight                                    -9.668647e-02   
BMI_Healthy weight                                 -1.760803e-01   
BMI_Overweight                                     -7.350656e-02   
BMI_Class 1 Obesity                                -1.806449e-01   
BMI_Class 2 Obesity                                -5.340939e-02   
BMI_Class 3 Obesity                                 6.663557e-03   
GenHlth_Excellent                                   3.047247e-01   
GenHlth_Very good                                   3.047247e-01   
GenHlth_Good                                        3.047247e-01   
GenHlth_Fair                                        3.047247e-01   
GenHlth_Poor                                        3.047247e-01   
MentHlth_0                                         -7.234997e-02   
MentHlth_1-5                                       -7.234997e-02   
MentHlth_6-10                                      -7.234997e-02   
MentHlth_11-15                                     -7.234997e-02   
MentHlth_16-20                                     -7.234997e-02   
MentHlth_21-25                                     -7.234997e-02   
MentHlth_26-30                                     -7.234997e-02   
PhysHlth_0                                         -1.614430e-01   
PhysHlth_1-5                                       -1.614430e-01   
PhysHlth_6-10                                      -1.614430e-01   
PhysHlth_11-15                                     -1.614430e-01   
PhysHlth_16-20                                     -1.614430e-01   
PhysHlth_21-25                                     -1.614430e-01   
PhysHlth_26-30                                     -1.614430e-01   
Education_Never attended school or only kinderg...  1.166374e-07   
Education_Elementary                                3.307456e-02   
Education_Some high school                          3.307456e-02   
Education_High school graduate                      3.307456e-02   
Education_Some college or technical school          3.307456e-02   
Education_College graduate                          3.307456e-02   
Income_Less than $10,000                            1.665372e-01   
Income_$10,000-$14,999                              1.665372e-01   
Income_$15,000-$19,999                              1.665372e-01   
Income_$20,000-$24,999                              1.665372e-01   
Income_$25,000-$34,999                              1.665372e-01   
Income_$35,000-$49,999                              1.665372e-01   
Income_$50,000-$74,999                              1.665372e-01   
Income_$75,000 or more                              1.665372e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -6.322022e-02   
Age_18-29                                          -6.322022e-02   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC57          PC58  
HighBP                                              0.000000e+00 -0.000000e+00  
HighChol                                           -1.224139e-16 -1.176989e-16  
CholCheck                                           2.627260e-16  1.194104e-17  
Smoker                                             -1.448158e-16 -1.443772e-17  
Stroke                                             -2.841640e-15 -3.328606e-15  
HeartDiseaseorAttack                                2.033748e-15  2.970475e-15  
PhysActivity                                       -2.760801e-16  8.663141e-17  
Fruits                                              8.463464e-18 -7.827423e-17  
Veggies                                             8.282741e-17  2.815403e-17  
HvyAlcoholConsump                                   9.577569e-17 -1.525410e-16  
AnyHealthcare                                      -1.289532e-16  1.348241e-16  
NoDocbcCost                                        -1.694016e-16  4.699683e-17  
DiffWalk                                            6.512457e-16  6.924409e-16  
BMI_Underweight                                    -4.059470e-01 -4.393939e-01  
BMI_Healthy weight                                 -1.061774e-01  6.354506e-01  
BMI_Overweight                                      4.633387e-01  3.672068e-01  
BMI_Class 1 Obesity                                -3.850628e-01  5.880792e-03  
BMI_Class 2 Obesity                                 2.595729e-01 -2.364987e-01  
BMI_Class 3 Obesity                                 1.539865e-01 -1.135985e-01  
GenHlth_Excellent                                  -1.099073e-01  2.493647e-02  
GenHlth_Very good                                  -1.099073e-01  2.493647e-02  
GenHlth_Good                                       -1.099073e-01  2.493647e-02  
GenHlth_Fair                                       -1.099073e-01  2.493647e-02  
GenHlth_Poor                                       -1.099073e-01  2.493647e-02  
MentHlth_0                                         -1.413035e-01  4.282052e-02  
MentHlth_1-5                                       -1.413035e-01  4.282052e-02  
MentHlth_6-10                                      -1.413035e-01  4.282052e-02  
MentHlth_11-15                                     -1.413035e-01  4.282052e-02  
MentHlth_16-20                                     -1.413035e-01  4.282052e-02  
MentHlth_21-25                                     -1.413035e-01  4.282052e-02  
MentHlth_26-30                                     -1.413035e-01  4.282052e-02  
PhysHlth_0                                          1.528644e-02 -1.035467e-01  
PhysHlth_1-5                                        1.528644e-02 -1.035467e-01  
PhysHlth_6-10                                       1.528644e-02 -1.035467e-01  
PhysHlth_11-15                                      1.528644e-02 -1.035467e-01  
PhysHlth_16-20                                      1.528644e-02 -1.035467e-01  
PhysHlth_21-25                                      1.528644e-02 -1.035467e-01  
PhysHlth_26-30                                      1.528644e-02 -1.035467e-01  
Education_Never attended school or only kinderg... -1.299693e-03  8.350110e-04  
Education_Elementary                                1.648070e-01 -1.377534e-01  
Education_Some high school                          1.648070e-01 -1.377534e-01  
Education_High school graduate                      1.648070e-01 -1.377534e-01  
Education_Some college or technical school          1.648070e-01 -1.377534e-01  
Education_College graduate                          1.648070e-01 -1.377534e-01  
Income_Less than $10,000                           -7.978585e-03 -1.121852e-02  
Income_$10,000-$14,999                             -7.978585e-03 -1.121852e-02  
Income_$15,000-$19,999                             -7.978585e-03 -1.121852e-02  
Income_$20,000-$24,999                             -7.978585e-03 -1.121852e-02  
Income_$25,000-$34,999                             -7.978585e-03 -1.121852e-02  
Income_$35,000-$49,999                             -7.978585e-03 -1.121852e-02  
Income_$50,000-$74,999                             -7.978585e-03 -1.121852e-02  
Income_$75,000 or more                             -7.978585e-03 -1.121852e-02  
Sex_Female                                          0.000000e+00 -0.000000e+00  
Sex_Male                                           -1.260337e-01  7.917921e-02  
Age_18-29                                          -1.260337e-01  7.917921e-02  
Age_30-49                                           0.000000e+00 -0.000000e+00  
Age_50-64                                           0.000000e+00 -0.000000e+00  
Age_65+                                             0.000000e+00 -0.000000e+00  

[58 rows x 58 columns]

PCA Results for Subset_5:
        PC1       PC2       PC3       PC4       PC5       PC6       PC7  \
0 -0.027098 -0.278675  1.008638 -0.109424 -0.023448 -0.919079 -0.385069   
1 -0.049272 -0.632992 -0.564720 -0.142946 -0.988876 -0.218497 -0.178336   
2 -0.393836  0.067278  0.528199 -0.224416 -0.986452  0.559007  0.365711   
3 -0.225080 -0.526961 -0.740810 -0.496536  0.751495 -0.315780 -0.959487   
4  0.289070 -0.249752  0.736836 -0.607583 -0.007466  0.631570  0.271468   

        PC8       PC9      PC10  ...  PC49  PC50          PC51          PC52  \
0 -0.197835 -0.424071 -0.135686  ...   0.0   0.0 -7.855195e-19  3.469447e-18   
1  1.230592 -0.042096 -0.035665  ...   0.0   0.0 -7.855195e-19 -1.040834e-17   
2  1.022679 -0.360862 -0.067186  ...   0.0   0.0 -7.855195e-19 -1.734723e-17   
3  0.864929 -0.392055  0.727101  ...   0.0   0.0 -7.855195e-19 -1.040834e-17   
4  0.563830 -0.518187 -0.072287  ...   0.0   0.0 -7.855195e-19 -3.469447e-18   

           PC53          PC54          PC55          PC56          PC57  \
0  3.885781e-16 -1.110223e-16 -5.551115e-17 -1.942890e-16 -2.775558e-16   
1 -5.551115e-17 -2.220446e-16 -5.551115e-17  3.053113e-16  1.665335e-16   
2  2.775558e-16  1.110223e-16 -5.551115e-17  7.771561e-16 -1.110223e-16   
3  5.551115e-17 -2.220446e-16  5.551115e-17 -6.383782e-16  5.551115e-17   
4  5.551115e-17  0.000000e+00 -1.110223e-16 -8.881784e-16  2.220446e-16   

           PC58  
0  1.110223e-16  
1 -2.220446e-16  
2 -2.220446e-16  
3  0.000000e+00  
4 -2.220446e-16  

[5 rows x 58 columns]
No description has been provided for this image
For Subset_5, retain 21 components to explain 90% of the variance.


Explained Variance for Subset_6:
[1.01464979e-01 9.73392452e-02 7.97877209e-02 6.56625771e-02
 6.09730912e-02 5.10184948e-02 4.89712523e-02 4.44543078e-02
 3.97415434e-02 3.63431022e-02 3.05405912e-02 2.96978194e-02
 2.91088126e-02 2.67890883e-02 2.50236805e-02 2.40622676e-02
 2.08334077e-02 2.03003133e-02 1.81708540e-02 1.58715194e-02
 1.48604922e-02 1.39910614e-02 1.34405314e-02 1.24470178e-02
 1.14327871e-02 1.03492290e-02 9.62838792e-03 7.77971698e-03
 7.56233340e-03 7.11645570e-03 6.26809183e-03 5.23420462e-03
 3.58994502e-03 2.27265338e-03 2.21634001e-03 1.80484698e-03
 1.41132621e-03 8.30191470e-04 7.84947909e-04 5.41348058e-04
 2.83424150e-04 1.31833076e-17 1.26166630e-17 8.22126523e-18
 5.04714165e-18 3.58240689e-18 6.29969679e-19 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00]

Cumulative Variance for Subset_6:
[0.10146498 0.19880422 0.27859194 0.34425452 0.40522761 0.45624611
 0.50521736 0.54967167 0.58941321 0.62575631 0.6562969  0.68599472
 0.71510354 0.74189262 0.76691631 0.79097857 0.81181198 0.83211229
 0.85028315 0.86615467 0.88101516 0.89500622 0.90844675 0.92089377
 0.93232656 0.94267579 0.95230417 0.96008389 0.96764622 0.97476268
 0.98103077 0.98626498 0.98985492 0.99212758 0.99434392 0.99614876
 0.99756009 0.99839028 0.99917523 0.99971658 1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.        ]

Loadings for Subset_6:
                                                             PC1  \
HighBP                                             -1.635900e-02   
HighChol                                           -4.557774e-02   
CholCheck                                           4.211503e-03   
Smoker                                             -4.676020e-02   
Stroke                                             -1.552421e-03   
HeartDiseaseorAttack                               -4.355499e-05   
PhysActivity                                       -2.109623e-02   
Fruits                                              1.114132e-01   
Veggies                                            -9.364472e-03   
HvyAlcoholConsump                                  -4.552919e-02   
AnyHealthcare                                      -4.631022e-02   
NoDocbcCost                                        -4.233520e-02   
DiffWalk                                           -1.964548e-02   
BMI_Underweight                                     0.000000e+00   
BMI_Healthy weight                                 -3.388132e-21   
BMI_Overweight                                      2.591653e-17   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                -6.617445e-24   
GenHlth_Excellent                                   1.519660e-01   
GenHlth_Very good                                  -5.250265e-02   
GenHlth_Good                                       -6.246491e-02   
GenHlth_Fair                                       -2.958938e-02   
GenHlth_Poor                                       -7.409014e-03   
MentHlth_0                                          5.196282e-01   
MentHlth_1-5                                       -3.387383e-01   
MentHlth_6-10                                      -7.512098e-02   
MentHlth_11-15                                     -4.061349e-02   
MentHlth_16-20                                     -1.868316e-02   
MentHlth_21-25                                     -1.137213e-02   
MentHlth_26-30                                     -3.510009e-02   
PhysHlth_0                                          5.148488e-01   
PhysHlth_1-5                                       -4.451972e-01   
PhysHlth_6-10                                      -3.335486e-02   
PhysHlth_11-15                                     -1.624143e-02   
PhysHlth_16-20                                     -2.813905e-03   
PhysHlth_21-25                                     -3.214079e-03   
PhysHlth_26-30                                     -1.402732e-02   
Education_Never attended school or only kinderg...  8.861448e-04   
Education_Elementary                                7.700493e-03   
Education_Some high school                          7.215364e-03   
Education_High school graduate                      5.359714e-02   
Education_Some college or technical school          1.573779e-01   
Education_College graduate                         -2.267770e-01   
Income_Less than $10,000                           -6.469954e-03   
Income_$10,000-$14,999                              1.458298e-02   
Income_$15,000-$19,999                              2.150700e-02   
Income_$20,000-$24,999                              1.914241e-02   
Income_$25,000-$34,999                              2.200585e-02   
Income_$35,000-$49,999                              1.593193e-02   
Income_$50,000-$74,999                             -1.139066e-02   
Income_$75,000 or more                             -7.530956e-02   
Sex_Female                                          2.591678e-17   
Sex_Male                                            0.000000e+00   
Age_18-29                                           2.591678e-17   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC2  \
HighBP                                             -2.368950e-02   
HighChol                                           -8.624715e-04   
CholCheck                                           1.151152e-02   
Smoker                                             -1.841902e-01   
Stroke                                             -2.480096e-03   
HeartDiseaseorAttack                               -2.832734e-03   
PhysActivity                                        1.232712e-01   
Fruits                                              1.264770e-01   
Veggies                                             1.045759e-01   
HvyAlcoholConsump                                  -1.565742e-02   
AnyHealthcare                                       8.352156e-02   
NoDocbcCost                                        -9.850472e-02   
DiffWalk                                           -2.978561e-02   
BMI_Underweight                                     2.710505e-20   
BMI_Healthy weight                                  1.355253e-20   
BMI_Overweight                                      1.367235e-17   
BMI_Class 1 Obesity                                -4.235165e-22   
BMI_Class 2 Obesity                                 5.293956e-23   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                   8.261321e-02   
GenHlth_Very good                                   3.154407e-01   
GenHlth_Good                                       -3.317454e-01   
GenHlth_Fair                                       -5.766739e-02   
GenHlth_Poor                                       -8.641127e-03   
MentHlth_0                                          5.961031e-02   
MentHlth_1-5                                        9.011349e-02   
MentHlth_6-10                                      -3.728278e-02   
MentHlth_11-15                                     -3.381571e-02   
MentHlth_16-20                                     -2.414289e-02   
MentHlth_21-25                                     -7.858212e-03   
MentHlth_26-30                                     -4.662419e-02   
PhysHlth_0                                          2.282170e-01   
PhysHlth_1-5                                       -1.294263e-01   
PhysHlth_6-10                                      -4.312805e-02   
PhysHlth_11-15                                     -3.164886e-02   
PhysHlth_16-20                                     -7.162339e-03   
PhysHlth_21-25                                     -9.918322e-04   
PhysHlth_26-30                                     -1.585957e-02   
Education_Never attended school or only kinderg... -3.769735e-06   
Education_Elementary                               -5.254662e-03   
Education_Some high school                         -2.734940e-02   
Education_High school graduate                     -1.469244e-01   
Education_Some college or technical school         -3.910553e-01   
Education_College graduate                          5.705876e-01   
Income_Less than $10,000                           -5.141837e-02   
Income_$10,000-$14,999                             -3.384914e-02   
Income_$15,000-$19,999                             -9.060738e-02   
Income_$20,000-$24,999                             -1.085845e-01   
Income_$25,000-$34,999                             -3.266150e-02   
Income_$35,000-$49,999                              2.218096e-02   
Income_$50,000-$74,999                              3.145929e-02   
Income_$75,000 or more                              2.634806e-01   
Sex_Female                                          1.367552e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                           1.367552e-17   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC3  \
HighBP                                             -2.619868e-03   
HighChol                                           -3.471248e-03   
CholCheck                                          -1.025664e-02   
Smoker                                              5.630858e-02   
Stroke                                              3.201674e-03   
HeartDiseaseorAttack                                7.659845e-04   
PhysActivity                                        4.724767e-02   
Fruits                                              7.212407e-02   
Veggies                                             1.103455e-01   
HvyAlcoholConsump                                  -1.118796e-02   
AnyHealthcare                                       6.869514e-03   
NoDocbcCost                                         3.277096e-02   
DiffWalk                                           -8.184452e-03   
BMI_Underweight                                    -0.000000e+00   
BMI_Healthy weight                                 -0.000000e+00   
BMI_Overweight                                      2.274820e-17   
BMI_Class 1 Obesity                                -0.000000e+00   
BMI_Class 2 Obesity                                -1.355253e-20   
BMI_Class 3 Obesity                                -3.388132e-21   
GenHlth_Excellent                                  -2.571513e-01   
GenHlth_Very good                                   6.500575e-01   
GenHlth_Good                                       -3.632826e-01   
GenHlth_Fair                                       -2.396443e-02   
GenHlth_Poor                                       -5.659285e-03   
MentHlth_0                                         -1.375462e-01   
MentHlth_1-5                                        1.187312e-01   
MentHlth_6-10                                       2.705808e-02   
MentHlth_11-15                                      2.346773e-03   
MentHlth_16-20                                     -2.563688e-03   
MentHlth_21-25                                     -5.829619e-03   
MentHlth_26-30                                     -2.196520e-03   
PhysHlth_0                                          3.466415e-02   
PhysHlth_1-5                                       -2.050130e-02   
PhysHlth_6-10                                      -9.721550e-04   
PhysHlth_11-15                                     -1.958314e-03   
PhysHlth_16-20                                      1.502720e-03   
PhysHlth_21-25                                     -3.785875e-03   
PhysHlth_26-30                                     -8.949224e-03   
Education_Never attended school or only kinderg...  6.407066e-04   
Education_Elementary                               -8.637080e-03   
Education_Some high school                         -1.949895e-02   
Education_High school graduate                     -1.245179e-01   
Education_Some college or technical school          4.561818e-01   
Education_College graduate                         -3.041686e-01   
Income_Less than $10,000                           -3.330283e-02   
Income_$10,000-$14,999                             -5.741576e-03   
Income_$15,000-$19,999                              1.600140e-02   
Income_$20,000-$24,999                              6.734070e-03   
Income_$25,000-$34,999                              6.677981e-03   
Income_$35,000-$49,999                             -1.832028e-02   
Income_$50,000-$74,999                              2.323834e-02   
Income_$75,000 or more                              4.712901e-03   
Sex_Female                                          2.262936e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                           2.262936e-17   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC4  \
HighBP                                             -9.744079e-03   
HighChol                                            5.578921e-03   
CholCheck                                           6.855871e-03   
Smoker                                              1.755783e-03   
Stroke                                             -5.116545e-03   
HeartDiseaseorAttack                               -1.024288e-03   
PhysActivity                                        4.272765e-02   
Fruits                                              1.338311e-01   
Veggies                                             7.716824e-02   
HvyAlcoholConsump                                  -1.178823e-02   
AnyHealthcare                                       1.462922e-02   
NoDocbcCost                                        -4.432420e-02   
DiffWalk                                            2.502683e-03   
BMI_Underweight                                     0.000000e+00   
BMI_Healthy weight                                  1.387779e-17   
BMI_Overweight                                      5.398591e-17   
BMI_Class 1 Obesity                                -1.734723e-18   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                 1.084202e-19   
GenHlth_Excellent                                  -3.959940e-02   
GenHlth_Very good                                   1.465982e-01   
GenHlth_Good                                       -1.074111e-01   
GenHlth_Fair                                        5.132065e-03   
GenHlth_Poor                                       -4.719718e-03   
MentHlth_0                                          5.417219e-01   
MentHlth_1-5                                       -4.748278e-01   
MentHlth_6-10                                      -2.345242e-02   
MentHlth_11-15                                     -1.567168e-02   
MentHlth_16-20                                     -6.964463e-03   
MentHlth_21-25                                      4.254035e-03   
MentHlth_26-30                                     -2.505958e-02   
PhysHlth_0                                         -4.588473e-01   
PhysHlth_1-5                                        4.400402e-01   
PhysHlth_6-10                                       6.883334e-03   
PhysHlth_11-15                                      2.754707e-03   
PhysHlth_16-20                                      2.101557e-03   
PhysHlth_21-25                                     -4.398849e-06   
PhysHlth_26-30                                      7.071851e-03   
Education_Never attended school or only kinderg... -1.450296e-03   
Education_Elementary                                2.143147e-03   
Education_Some high school                         -6.838558e-03   
Education_High school graduate                     -6.744591e-02   
Education_Some college or technical school          8.955375e-03   
Education_College graduate                          6.463624e-02   
Income_Less than $10,000                            3.823716e-03   
Income_$10,000-$14,999                             -2.003923e-02   
Income_$15,000-$19,999                              8.308738e-03   
Income_$20,000-$24,999                             -9.715743e-03   
Income_$25,000-$34,999                             -3.796669e-02   
Income_$35,000-$49,999                              5.076544e-03   
Income_$50,000-$74,999                              1.399934e-02   
Income_$75,000 or more                              3.651333e-02   
Sex_Female                                          5.902046e-17   
Sex_Male                                            0.000000e+00   
Age_18-29                                           5.902046e-17   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC5  \
HighBP                                             -4.612329e-03   
HighChol                                           -6.990701e-03   
CholCheck                                           6.222403e-03   
Smoker                                             -1.306931e-01   
Stroke                                             -2.810555e-04   
HeartDiseaseorAttack                               -3.798717e-05   
PhysActivity                                        1.137871e-01   
Fruits                                              6.222808e-01   
Veggies                                             2.960360e-01   
HvyAlcoholConsump                                   1.215843e-02   
AnyHealthcare                                       3.382045e-02   
NoDocbcCost                                        -1.000822e-02   
DiffWalk                                           -1.617044e-03   
BMI_Underweight                                     1.110223e-16   
BMI_Healthy weight                                 -5.551115e-17   
BMI_Overweight                                     -7.443030e-19   
BMI_Class 1 Obesity                                -0.000000e+00   
BMI_Class 2 Obesity                                -0.000000e+00   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                   2.928992e-01   
GenHlth_Very good                                  -3.250342e-01   
GenHlth_Good                                        5.632541e-02   
GenHlth_Fair                                       -1.872619e-02   
GenHlth_Poor                                       -5.464152e-03   
MentHlth_0                                         -1.030433e-01   
MentHlth_1-5                                        1.476182e-01   
MentHlth_6-10                                      -3.465559e-03   
MentHlth_11-15                                     -1.560092e-02   
MentHlth_16-20                                     -1.054432e-02   
MentHlth_21-25                                      3.676573e-03   
MentHlth_26-30                                     -1.864073e-02   
PhysHlth_0                                         -6.675818e-02   
PhysHlth_1-5                                        3.804046e-02   
PhysHlth_6-10                                       1.106516e-02   
PhysHlth_11-15                                      1.122686e-02   
PhysHlth_16-20                                     -1.559463e-03   
PhysHlth_21-25                                      1.896808e-03   
PhysHlth_26-30                                      6.088351e-03   
Education_Never attended school or only kinderg...  7.110550e-04   
Education_Elementary                                1.118773e-03   
Education_Some high school                         -2.494494e-02   
Education_High school graduate                     -3.264852e-01   
Education_Some college or technical school          3.522510e-01   
Education_College graduate                         -2.650690e-03   
Income_Less than $10,000                           -3.903672e-02   
Income_$10,000-$14,999                             -2.130043e-02   
Income_$15,000-$19,999                             -3.496351e-02   
Income_$20,000-$24,999                             -1.386067e-02   
Income_$25,000-$34,999                             -2.354853e-02   
Income_$35,000-$49,999                              1.661068e-02   
Income_$50,000-$74,999                             -3.417022e-02   
Income_$75,000 or more                              1.502694e-01   
Sex_Female                                         -2.371223e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -2.371223e-17   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC6  \
HighBP                                              3.469568e-02   
HighChol                                            3.340395e-02   
CholCheck                                           1.907775e-02   
Smoker                                              1.141466e-01   
Stroke                                              3.409584e-06   
HeartDiseaseorAttack                                2.618089e-03   
PhysActivity                                        4.173981e-02   
Fruits                                              5.765640e-01   
Veggies                                             2.307780e-01   
HvyAlcoholConsump                                   4.705832e-03   
AnyHealthcare                                      -5.805755e-02   
NoDocbcCost                                         5.023947e-02   
DiffWalk                                            1.888419e-02   
BMI_Underweight                                     1.387779e-17   
BMI_Healthy weight                                  2.775558e-17   
BMI_Overweight                                     -2.908230e-17   
BMI_Class 1 Obesity                                 2.775558e-17   
BMI_Class 2 Obesity                                -0.000000e+00   
BMI_Class 3 Obesity                                -6.938894e-18   
GenHlth_Excellent                                  -4.555567e-01   
GenHlth_Very good                                   1.521217e-01   
GenHlth_Good                                        3.206803e-01   
GenHlth_Fair                                       -2.332476e-02   
GenHlth_Poor                                        6.079428e-03   
MentHlth_0                                         -1.883240e-02   
MentHlth_1-5                                       -1.001277e-02   
MentHlth_6-10                                       1.877127e-03   
MentHlth_11-15                                      2.472829e-02   
MentHlth_16-20                                     -1.697137e-04   
MentHlth_21-25                                      4.993780e-03   
MentHlth_26-30                                     -2.584314e-03   
PhysHlth_0                                          4.351189e-02   
PhysHlth_1-5                                       -8.933212e-02   
PhysHlth_6-10                                       1.474539e-02   
PhysHlth_11-15                                      2.070236e-02   
PhysHlth_16-20                                     -1.772453e-03   
PhysHlth_21-25                                      1.741395e-03   
PhysHlth_26-30                                      1.040354e-02   
Education_Never attended school or only kinderg...  1.677378e-03   
Education_Elementary                                6.939844e-03   
Education_Some high school                          2.401335e-02   
Education_High school graduate                      3.170953e-01   
Education_Some college or technical school         -3.221620e-01   
Education_College graduate                         -2.756384e-02   
Income_Less than $10,000                            2.784157e-02   
Income_$10,000-$14,999                             -7.421193e-03   
Income_$15,000-$19,999                              3.556859e-02   
Income_$20,000-$24,999                              5.151285e-02   
Income_$25,000-$34,999                              5.792405e-02   
Income_$35,000-$49,999                              4.426741e-02   
Income_$50,000-$74,999                             -4.576990e-02   
Income_$75,000 or more                             -1.639234e-01   
Sex_Female                                         -3.872792e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -3.872792e-17   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC7  \
HighBP                                              1.532381e-02   
HighChol                                            4.898666e-02   
CholCheck                                           3.351418e-03   
Smoker                                              1.918250e-02   
Stroke                                              9.549264e-04   
HeartDiseaseorAttack                                2.541047e-03   
PhysActivity                                       -3.319021e-02   
Fruits                                             -1.836537e-01   
Veggies                                            -4.715042e-02   
HvyAlcoholConsump                                   3.568266e-02   
AnyHealthcare                                       2.952823e-02   
NoDocbcCost                                         2.213263e-02   
DiffWalk                                            6.999776e-03   
BMI_Underweight                                    -1.647987e-17   
BMI_Healthy weight                                  1.110223e-16   
BMI_Overweight                                      3.168382e-17   
BMI_Class 1 Obesity                                -1.110223e-16   
BMI_Class 2 Obesity                                -1.110223e-16   
BMI_Class 3 Obesity                                 5.551115e-17   
GenHlth_Excellent                                  -4.572053e-01   
GenHlth_Very good                                   2.542294e-02   
GenHlth_Good                                        5.038912e-01   
GenHlth_Fair                                       -6.113206e-02   
GenHlth_Poor                                       -1.097671e-02   
MentHlth_0                                          9.286475e-02   
MentHlth_1-5                                       -1.106158e-01   
MentHlth_6-10                                       1.358773e-02   
MentHlth_11-15                                      9.660503e-03   
MentHlth_16-20                                      5.040270e-03   
MentHlth_21-25                                     -2.706953e-03   
MentHlth_26-30                                     -7.830544e-03   
PhysHlth_0                                          1.074621e-01   
PhysHlth_1-5                                       -1.208032e-01   
PhysHlth_6-10                                       1.227637e-02   
PhysHlth_11-15                                     -6.872046e-04   
PhysHlth_16-20                                      1.466599e-03   
PhysHlth_21-25                                     -1.107372e-03   
PhysHlth_26-30                                      1.392687e-03   
Education_Never attended school or only kinderg... -2.515852e-03   
Education_Elementary                               -1.869911e-03   
Education_Some high school                          6.657235e-03   
Education_High school graduate                     -5.038100e-01   
Education_Some college or technical school          2.361379e-01   
Education_College graduate                          2.654006e-01   
Income_Less than $10,000                            4.357170e-04   
Income_$10,000-$14,999                             -5.133544e-04   
Income_$15,000-$19,999                             -4.315813e-02   
Income_$20,000-$24,999                             -5.813742e-02   
Income_$25,000-$34,999                             -8.467532e-02   
Income_$35,000-$49,999                              7.931777e-02   
Income_$50,000-$74,999                             -8.408928e-02   
Income_$75,000 or more                              1.908200e-01   
Sex_Female                                         -5.400485e-17   
Sex_Male                                            0.000000e+00   
Age_18-29                                          -5.400485e-17   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC8  \
HighBP                                              1.523589e-02   
HighChol                                           -1.720203e-02   
CholCheck                                           1.209278e-02   
Smoker                                              2.321277e-02   
Stroke                                             -5.161149e-04   
HeartDiseaseorAttack                               -7.397583e-04   
PhysActivity                                        2.306943e-02   
Fruits                                             -1.193309e-02   
Veggies                                            -2.108995e-02   
HvyAlcoholConsump                                  -2.657261e-02   
AnyHealthcare                                       3.203505e-04   
NoDocbcCost                                        -1.308925e-01   
DiffWalk                                            2.154335e-03   
BMI_Underweight                                     2.775558e-17   
BMI_Healthy weight                                 -0.000000e+00   
BMI_Overweight                                     -7.428541e-17   
BMI_Class 1 Obesity                                 1.110223e-16   
BMI_Class 2 Obesity                                 5.551115e-17   
BMI_Class 3 Obesity                                -5.551115e-17   
GenHlth_Excellent                                  -5.049391e-02   
GenHlth_Very good                                  -7.465684e-03   
GenHlth_Good                                        7.073344e-02   
GenHlth_Fair                                       -1.171512e-02   
GenHlth_Poor                                       -1.058717e-03   
MentHlth_0                                          2.254800e-02   
MentHlth_1-5                                        7.778555e-03   
MentHlth_6-10                                      -2.968334e-02   
MentHlth_11-15                                      6.449396e-03   
MentHlth_16-20                                      8.364233e-03   
MentHlth_21-25                                     -5.976134e-03   
MentHlth_26-30                                     -9.480708e-03   
PhysHlth_0                                         -1.044177e-02   
PhysHlth_1-5                                       -3.005485e-03   
PhysHlth_6-10                                       5.625296e-03   
PhysHlth_11-15                                      1.019035e-02   
PhysHlth_16-20                                      2.074900e-03   
PhysHlth_21-25                                     -5.012835e-03   
PhysHlth_26-30                                      5.695523e-04   
Education_Never attended school or only kinderg... -8.159842e-04   
Education_Elementary                               -1.575952e-03   
Education_Some high school                          4.734125e-03   
Education_High school graduate                      2.539987e-01   
Education_Some college or technical school         -3.219342e-02   
Education_College graduate                         -2.241475e-01   
Income_Less than $10,000                            1.406373e-02   
Income_$10,000-$14,999                              3.832493e-03   
Income_$15,000-$19,999                              2.635658e-02   
Income_$20,000-$24,999                              1.147691e-02   
Income_$25,000-$34,999                             -4.100469e-02   
Income_$35,000-$49,999                             -4.346393e-01   
Income_$50,000-$74,999                             -3.259956e-01   
Income_$75,000 or more                              7.459098e-01   
Sex_Female                                         -2.240761e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -2.240761e-17   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC9  \
HighBP                                              2.583715e-02   
HighChol                                            6.281425e-03   
CholCheck                                          -3.790919e-02   
Smoker                                              8.284461e-01   
Stroke                                              4.379439e-03   
HeartDiseaseorAttack                               -9.344905e-05   
PhysActivity                                       -6.480144e-02   
Fruits                                             -1.338341e-02   
Veggies                                             2.089468e-01   
HvyAlcoholConsump                                   7.909029e-02   
AnyHealthcare                                      -1.520527e-02   
NoDocbcCost                                         2.081614e-01   
DiffWalk                                            4.388535e-02   
BMI_Underweight                                     1.387779e-17   
BMI_Healthy weight                                 -5.551115e-17   
BMI_Overweight                                      7.703734e-17   
BMI_Class 1 Obesity                                -6.245005e-17   
BMI_Class 2 Obesity                                -5.551115e-17   
BMI_Class 3 Obesity                                 8.326673e-17   
GenHlth_Excellent                                   1.422211e-01   
GenHlth_Very good                                  -5.640774e-02   
GenHlth_Good                                       -1.791803e-01   
GenHlth_Fair                                        6.808617e-02   
GenHlth_Poor                                        2.528079e-02   
MentHlth_0                                         -5.143895e-02   
MentHlth_1-5                                       -1.436362e-01   
MentHlth_6-10                                       5.829820e-02   
MentHlth_11-15                                      2.824370e-02   
MentHlth_16-20                                      5.212958e-03   
MentHlth_21-25                                      7.789389e-03   
MentHlth_26-30                                      9.553089e-02   
PhysHlth_0                                         -5.762624e-03   
PhysHlth_1-5                                       -1.489854e-01   
PhysHlth_6-10                                       6.820183e-02   
PhysHlth_11-15                                      4.453151e-02   
PhysHlth_16-20                                      4.689455e-03   
PhysHlth_21-25                                      4.463611e-03   
PhysHlth_26-30                                      3.286161e-02   
Education_Never attended school or only kinderg...  2.832165e-03   
Education_Elementary                                9.413805e-05   
Education_Some high school                          2.991078e-02   
Education_High school graduate                     -1.356242e-01   
Education_Some college or technical school         -5.126353e-02   
Education_College graduate                          1.540506e-01   
Income_Less than $10,000                           -6.888930e-03   
Income_$10,000-$14,999                              7.813475e-03   
Income_$15,000-$19,999                             -8.404683e-03   
Income_$20,000-$24,999                              1.253093e-01   
Income_$25,000-$34,999                             -2.052992e-02   
Income_$35,000-$49,999                             -3.151400e-02   
Income_$50,000-$74,999                             -1.307545e-01   
Income_$75,000 or more                              6.496923e-02   
Sex_Female                                          7.432785e-17   
Sex_Male                                            0.000000e+00   
Age_18-29                                           7.432785e-17   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC10  ...  PC49  \
HighBP                                              6.383477e-03  ...   0.0   
HighChol                                           -4.046001e-03  ...   0.0   
CholCheck                                           9.952092e-03  ...   0.0   
Smoker                                              1.074014e-01  ...   0.0   
Stroke                                             -3.642844e-03  ...   0.0   
HeartDiseaseorAttack                               -2.749541e-04  ...   0.0   
PhysActivity                                        7.995350e-02  ...   0.0   
Fruits                                              4.106847e-02  ...   0.0   
Veggies                                            -1.390660e-03  ...   0.0   
HvyAlcoholConsump                                   1.492628e-03  ...   0.0   
AnyHealthcare                                       8.020235e-02  ...   0.0   
NoDocbcCost                                        -8.836119e-02  ...   0.0   
DiffWalk                                           -1.689615e-02  ...   0.0   
BMI_Underweight                                    -6.938894e-17  ...   0.0   
BMI_Healthy weight                                  4.996004e-16  ...   0.0   
BMI_Overweight                                      2.210092e-17  ...   0.0   
BMI_Class 1 Obesity                                 1.110223e-16  ...   0.0   
BMI_Class 2 Obesity                                 1.387779e-16  ...   0.0   
BMI_Class 3 Obesity                                -1.665335e-16  ...   0.0   
GenHlth_Excellent                                  -2.942930e-02  ...   0.0   
GenHlth_Very good                                  -1.586285e-02  ...   0.0   
GenHlth_Good                                        9.995352e-02  ...   0.0   
GenHlth_Fair                                       -4.694968e-02  ...   0.0   
GenHlth_Poor                                       -7.711700e-03  ...   0.0   
MentHlth_0                                         -2.392778e-02  ...   0.0   
MentHlth_1-5                                       -6.737855e-02  ...   0.0   
MentHlth_6-10                                       5.403112e-02  ...   0.0   
MentHlth_11-15                                      4.693739e-03  ...   0.0   
MentHlth_16-20                                     -4.995442e-03  ...   0.0   
MentHlth_21-25                                      1.931502e-03  ...   0.0   
MentHlth_26-30                                      3.564541e-02  ...   0.0   
PhysHlth_0                                          2.862026e-02  ...   0.0   
PhysHlth_1-5                                       -3.880474e-02  ...   0.0   
PhysHlth_6-10                                       9.538242e-03  ...   0.0   
PhysHlth_11-15                                     -9.986964e-03  ...   0.0   
PhysHlth_16-20                                      4.897238e-03  ...   0.0   
PhysHlth_21-25                                      3.203250e-03  ...   0.0   
PhysHlth_26-30                                      2.532719e-03  ...   0.0   
Education_Never attended school or only kinderg... -9.187810e-04  ...   0.0   
Education_Elementary                               -2.261489e-03  ...   0.0   
Education_Some high school                         -8.795245e-03  ...   0.0   
Education_High school graduate                     -6.361396e-02  ...   0.0   
Education_Some college or technical school          2.117026e-02  ...   0.0   
Education_College graduate                          5.441921e-02  ...   0.0   
Income_Less than $10,000                            1.964850e-03  ...   0.0   
Income_$10,000-$14,999                             -3.762006e-03  ...   0.0   
Income_$15,000-$19,999                             -2.228536e-02  ...   0.0   
Income_$20,000-$24,999                             -5.388117e-03  ...   0.0   
Income_$25,000-$34,999                              3.006227e-02  ...   0.0   
Income_$35,000-$49,999                             -6.521081e-01  ...   0.0   
Income_$50,000-$74,999                              7.091223e-01  ...   0.0   
Income_$75,000 or more                             -5.760575e-02  ...   0.0   
Sex_Female                                         -1.461372e-17  ...   0.0   
Sex_Male                                           -0.000000e+00  ...   0.0   
Age_18-29                                          -1.461372e-17  ...   0.0   
Age_30-49                                          -0.000000e+00  ...   0.0   
Age_50-64                                          -0.000000e+00  ...   1.0   
Age_65+                                            -0.000000e+00  ...   0.0   

                                                    PC50  PC51          PC52  \
HighBP                                               0.0  -0.0 -0.000000e+00   
HighChol                                             0.0  -0.0  8.640506e-26   
CholCheck                                            0.0  -0.0  6.693788e-24   
Smoker                                               0.0  -0.0 -8.307321e-26   
Stroke                                               0.0  -0.0  2.695165e-24   
HeartDiseaseorAttack                                 0.0  -0.0 -3.138197e-24   
PhysActivity                                         0.0  -0.0  4.143226e-25   
Fruits                                               0.0  -0.0 -2.343869e-25   
Veggies                                              0.0  -0.0  1.705684e-25   
HvyAlcoholConsump                                    0.0  -0.0  2.202796e-25   
AnyHealthcare                                        0.0  -0.0 -1.355021e-24   
NoDocbcCost                                          0.0  -0.0  1.882210e-25   
DiffWalk                                             0.0  -0.0  4.544659e-25   
BMI_Underweight                                      0.0  -0.0  3.891953e-13   
BMI_Healthy weight                                   0.0  -0.0  1.574753e-13   
BMI_Overweight                                       0.0  -0.0 -2.136018e-13   
BMI_Class 1 Obesity                                  0.0  -0.0  3.231236e-13   
BMI_Class 2 Obesity                                  0.0  -0.0  5.436420e-13   
BMI_Class 3 Obesity                                  0.0  -0.0  5.413477e-13   
GenHlth_Excellent                                    0.0  -0.0  4.397666e-14   
GenHlth_Very good                                    0.0  -0.0  4.397666e-14   
GenHlth_Good                                         0.0  -0.0  4.397666e-14   
GenHlth_Fair                                         0.0  -0.0  4.397666e-14   
GenHlth_Poor                                         0.0  -0.0  4.397666e-14   
MentHlth_0                                           0.0  -0.0 -4.398744e-14   
MentHlth_1-5                                         0.0  -0.0 -4.398744e-14   
MentHlth_6-10                                        0.0  -0.0 -4.398744e-14   
MentHlth_11-15                                       0.0  -0.0 -4.398744e-14   
MentHlth_16-20                                       0.0  -0.0 -4.398744e-14   
MentHlth_21-25                                       0.0  -0.0 -4.398744e-14   
MentHlth_26-30                                       0.0  -0.0 -4.398744e-14   
PhysHlth_0                                           0.0  -0.0 -1.136131e-13   
PhysHlth_1-5                                         0.0  -0.0 -1.136131e-13   
PhysHlth_6-10                                        0.0  -0.0 -1.136131e-13   
PhysHlth_11-15                                       0.0  -0.0 -1.136131e-13   
PhysHlth_16-20                                       0.0  -0.0 -1.136131e-13   
PhysHlth_21-25                                       0.0  -0.0 -1.136131e-13   
PhysHlth_26-30                                       0.0  -0.0 -1.136131e-13   
Education_Never attended school or only kinderg...   0.0  -0.0  1.709802e-13   
Education_Elementary                                 0.0  -0.0  1.709802e-13   
Education_Some high school                           0.0  -0.0  1.709802e-13   
Education_High school graduate                       0.0  -0.0  1.709802e-13   
Education_Some college or technical school           0.0  -0.0  1.709802e-13   
Education_College graduate                           0.0  -0.0  1.709802e-13   
Income_Less than $10,000                             0.0  -0.0 -9.554972e-14   
Income_$10,000-$14,999                               0.0  -0.0 -9.554972e-14   
Income_$15,000-$19,999                               0.0  -0.0 -9.554972e-14   
Income_$20,000-$24,999                               0.0  -0.0 -9.554972e-14   
Income_$25,000-$34,999                               0.0  -0.0 -9.554972e-14   
Income_$35,000-$49,999                               0.0  -0.0 -9.554972e-14   
Income_$50,000-$74,999                               0.0  -0.0 -9.554972e-14   
Income_$75,000 or more                               0.0  -0.0 -9.554972e-14   
Sex_Female                                           0.0  -0.0 -7.071068e-01   
Sex_Male                                             0.0   1.0 -0.000000e+00   
Age_18-29                                            0.0  -0.0  7.071068e-01   
Age_30-49                                            1.0  -0.0 -0.000000e+00   
Age_50-64                                            0.0  -0.0 -0.000000e+00   
Age_65+                                              0.0  -0.0 -0.000000e+00   

                                                            PC53  \
HighBP                                              0.000000e+00   
HighChol                                           -1.005593e-16   
CholCheck                                          -9.710819e-16   
Smoker                                             -3.579260e-17   
Stroke                                             -1.517339e-16   
HeartDiseaseorAttack                                2.703162e-15   
PhysActivity                                        1.004141e-16   
Fruits                                             -1.194879e-16   
Veggies                                             4.090300e-17   
HvyAlcoholConsump                                   4.574289e-17   
AnyHealthcare                                       5.273237e-16   
NoDocbcCost                                         7.220769e-18   
DiffWalk                                           -4.550202e-16   
BMI_Underweight                                     1.249426e-01   
BMI_Healthy weight                                 -2.230721e-01   
BMI_Overweight                                      2.591187e-02   
BMI_Class 1 Obesity                                 3.648030e-01   
BMI_Class 2 Obesity                                 8.399372e-02   
BMI_Class 3 Obesity                                 1.880070e-01   
GenHlth_Excellent                                   1.294243e-01   
GenHlth_Very good                                   1.294243e-01   
GenHlth_Good                                        1.294243e-01   
GenHlth_Fair                                        1.294243e-01   
GenHlth_Poor                                        1.294243e-01   
MentHlth_0                                          1.927101e-01   
MentHlth_1-5                                        1.927101e-01   
MentHlth_6-10                                       1.927101e-01   
MentHlth_11-15                                      1.927101e-01   
MentHlth_16-20                                      1.927101e-01   
MentHlth_21-25                                      1.927101e-01   
MentHlth_26-30                                      1.927101e-01   
PhysHlth_0                                          7.811233e-02   
PhysHlth_1-5                                        7.811233e-02   
PhysHlth_6-10                                       7.811233e-02   
PhysHlth_11-15                                      7.811233e-02   
PhysHlth_16-20                                      7.811233e-02   
PhysHlth_21-25                                      7.811233e-02   
PhysHlth_26-30                                      7.811233e-02   
Education_Never attended school or only kinderg...  5.370858e-02   
Education_Elementary                                5.370858e-02   
Education_Some high school                          5.370858e-02   
Education_High school graduate                      5.370858e-02   
Education_Some college or technical school          5.370858e-02   
Education_College graduate                          5.370858e-02   
Income_Less than $10,000                            1.366661e-01   
Income_$10,000-$14,999                              1.366661e-01   
Income_$15,000-$19,999                              1.366661e-01   
Income_$20,000-$24,999                              1.366661e-01   
Income_$25,000-$34,999                              1.366661e-01   
Income_$35,000-$49,999                              1.366661e-01   
Income_$50,000-$74,999                              1.366661e-01   
Income_$75,000 or more                              1.366661e-01   
Sex_Female                                         -3.204068e-01   
Sex_Male                                            0.000000e+00   
Age_18-29                                          -3.204068e-01   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC54  \
HighBP                                             -1.641408e-16   
HighChol                                            2.439890e-16   
CholCheck                                           5.758238e-16   
Smoker                                             -5.276537e-17   
Stroke                                              2.698413e-15   
HeartDiseaseorAttack                                3.536024e-15   
PhysActivity                                        5.084832e-17   
Fruits                                             -2.166474e-17   
Veggies                                             2.896528e-17   
HvyAlcoholConsump                                   2.932463e-16   
AnyHealthcare                                      -5.568500e-17   
NoDocbcCost                                         6.515571e-17   
DiffWalk                                           -1.102788e-15   
BMI_Underweight                                    -7.301047e-02   
BMI_Healthy weight                                 -9.547286e-03   
BMI_Overweight                                     -1.865246e-01   
BMI_Class 1 Obesity                                -4.467895e-02   
BMI_Class 2 Obesity                                 3.086436e-03   
BMI_Class 3 Obesity                                -6.818548e-03   
GenHlth_Excellent                                  -1.865215e-01   
GenHlth_Very good                                  -1.865215e-01   
GenHlth_Good                                       -1.865215e-01   
GenHlth_Fair                                       -1.865215e-01   
GenHlth_Poor                                       -1.865215e-01   
MentHlth_0                                          5.526722e-02   
MentHlth_1-5                                        5.526722e-02   
MentHlth_6-10                                       5.526722e-02   
MentHlth_11-15                                      5.526722e-02   
MentHlth_16-20                                      5.526722e-02   
MentHlth_21-25                                      5.526722e-02   
MentHlth_26-30                                      5.526722e-02   
PhysHlth_0                                          2.666477e-01   
PhysHlth_1-5                                        2.666477e-01   
PhysHlth_6-10                                       2.666477e-01   
PhysHlth_11-15                                      2.666477e-01   
PhysHlth_16-20                                      2.666477e-01   
PhysHlth_21-25                                      2.666477e-01   
PhysHlth_26-30                                      2.666477e-01   
Education_Never attended school or only kinderg... -6.078825e-02   
Education_Elementary                               -6.078825e-02   
Education_Some high school                         -6.078825e-02   
Education_High school graduate                     -6.078825e-02   
Education_Some college or technical school         -6.078825e-02   
Education_College graduate                         -6.078825e-02   
Income_Less than $10,000                           -1.500666e-01   
Income_$10,000-$14,999                             -1.500666e-01   
Income_$15,000-$19,999                             -1.500666e-01   
Income_$20,000-$24,999                             -1.500666e-01   
Income_$25,000-$34,999                             -1.500666e-01   
Income_$35,000-$49,999                             -1.500666e-01   
Income_$50,000-$74,999                             -1.500666e-01   
Income_$75,000 or more                             -1.500666e-01   
Sex_Female                                         -1.765840e-01   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -1.765840e-01   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC55  \
HighBP                                              0.000000e+00   
HighChol                                           -4.525167e-17   
CholCheck                                           2.055401e-16   
Smoker                                             -2.985260e-17   
Stroke                                              1.567709e-15   
HeartDiseaseorAttack                                1.781304e-15   
PhysActivity                                       -1.078346e-16   
Fruits                                             -6.234987e-17   
Veggies                                             9.634190e-17   
HvyAlcoholConsump                                   1.459039e-16   
AnyHealthcare                                       2.662909e-17   
NoDocbcCost                                        -7.160645e-17   
DiffWalk                                           -3.675277e-16   
BMI_Underweight                                     9.480137e-02   
BMI_Healthy weight                                  1.820513e-01   
BMI_Overweight                                     -9.823710e-02   
BMI_Class 1 Obesity                                 3.934437e-01   
BMI_Class 2 Obesity                                 3.125297e-01   
BMI_Class 3 Obesity                                 2.545324e-01   
GenHlth_Excellent                                   6.396312e-02   
GenHlth_Very good                                   6.396312e-02   
GenHlth_Good                                        6.396312e-02   
GenHlth_Fair                                        6.396312e-02   
GenHlth_Poor                                        6.396312e-02   
MentHlth_0                                          1.305945e-01   
MentHlth_1-5                                        1.305945e-01   
MentHlth_6-10                                       1.305945e-01   
MentHlth_11-15                                      1.305945e-01   
MentHlth_16-20                                      1.305945e-01   
MentHlth_21-25                                      1.305945e-01   
MentHlth_26-30                                      1.305945e-01   
PhysHlth_0                                         -1.092300e-02   
PhysHlth_1-5                                       -1.092300e-02   
PhysHlth_6-10                                      -1.092300e-02   
PhysHlth_11-15                                     -1.092300e-02   
PhysHlth_16-20                                     -1.092300e-02   
PhysHlth_21-25                                     -1.092300e-02   
PhysHlth_26-30                                     -1.092300e-02   
Education_Never attended school or only kinderg...  4.388838e-02   
Education_Elementary                                4.388838e-02   
Education_Some high school                          4.388838e-02   
Education_High school graduate                      4.388838e-02   
Education_Some college or technical school          4.388838e-02   
Education_College graduate                          4.388838e-02   
Income_Less than $10,000                           -1.560114e-01   
Income_$10,000-$14,999                             -1.560114e-01   
Income_$15,000-$19,999                             -1.560114e-01   
Income_$20,000-$24,999                             -1.560114e-01   
Income_$25,000-$34,999                             -1.560114e-01   
Income_$35,000-$49,999                             -1.560114e-01   
Income_$50,000-$74,999                             -1.560114e-01   
Income_$75,000 or more                             -1.560114e-01   
Sex_Female                                          3.768358e-01   
Sex_Male                                            0.000000e+00   
Age_18-29                                           3.768358e-01   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC56  \
HighBP                                             -0.000000e+00   
HighChol                                            8.743942e-17   
CholCheck                                           1.597060e-16   
Smoker                                              1.288580e-16   
Stroke                                             -8.168850e-16   
HeartDiseaseorAttack                                4.617762e-17   
PhysActivity                                       -4.750630e-17   
Fruits                                              5.353309e-17   
Veggies                                            -9.202830e-17   
HvyAlcoholConsump                                  -1.301898e-16   
AnyHealthcare                                      -5.904931e-16   
NoDocbcCost                                        -1.804198e-16   
DiffWalk                                            1.016485e-16   
BMI_Underweight                                     3.416683e-01   
BMI_Healthy weight                                 -7.464461e-02   
BMI_Overweight                                     -4.237736e-01   
BMI_Class 1 Obesity                                -1.370385e-02   
BMI_Class 2 Obesity                                 2.964551e-01   
BMI_Class 3 Obesity                                 4.478975e-01   
GenHlth_Excellent                                  -9.445395e-02   
GenHlth_Very good                                  -9.445395e-02   
GenHlth_Good                                       -9.445395e-02   
GenHlth_Fair                                       -9.445395e-02   
GenHlth_Poor                                       -9.445395e-02   
MentHlth_0                                         -1.582431e-01   
MentHlth_1-5                                       -1.582431e-01   
MentHlth_6-10                                      -1.582431e-01   
MentHlth_11-15                                     -1.582431e-01   
MentHlth_16-20                                     -1.582431e-01   
MentHlth_21-25                                     -1.582431e-01   
MentHlth_26-30                                     -1.582431e-01   
PhysHlth_0                                         -5.237372e-02   
PhysHlth_1-5                                       -5.237372e-02   
PhysHlth_6-10                                      -5.237372e-02   
PhysHlth_11-15                                     -5.237372e-02   
PhysHlth_16-20                                     -5.237372e-02   
PhysHlth_21-25                                     -5.237372e-02   
PhysHlth_26-30                                     -5.237372e-02   
Education_Never attended school or only kinderg...  1.348774e-01   
Education_Elementary                                1.348774e-01   
Education_Some high school                          1.348774e-01   
Education_High school graduate                      1.348774e-01   
Education_Some college or technical school          1.348774e-01   
Education_College graduate                          1.348774e-01   
Income_Less than $10,000                           -4.251402e-03   
Income_$10,000-$14,999                             -4.251402e-03   
Income_$15,000-$19,999                             -4.251402e-03   
Income_$20,000-$24,999                             -4.251402e-03   
Income_$25,000-$34,999                             -4.251402e-03   
Income_$35,000-$49,999                             -4.251402e-03   
Income_$50,000-$74,999                             -4.251402e-03   
Income_$75,000 or more                             -4.251402e-03   
Sex_Female                                         -1.746860e-01   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -1.746860e-01   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC57          PC58  
HighBP                                             -0.000000e+00 -0.000000e+00  
HighChol                                            9.710254e-17  2.136884e-17  
CholCheck                                           1.010027e-15 -5.048259e-17  
Smoker                                              6.399872e-18  2.504929e-17  
Stroke                                             -8.622840e-16  3.165584e-15  
HeartDiseaseorAttack                               -2.000254e-15 -4.546280e-15  
PhysActivity                                       -1.851960e-17  6.891581e-17  
Fruits                                              6.214361e-17  9.539189e-17  
Veggies                                            -9.765328e-17 -1.026555e-16  
HvyAlcoholConsump                                  -1.733427e-16  7.480579e-17  
AnyHealthcare                                       8.720769e-17  6.810362e-17  
NoDocbcCost                                        -1.178727e-16 -1.807676e-16  
DiffWalk                                            1.352011e-16  8.638661e-17  
BMI_Underweight                                     1.468817e-01  3.138371e-01  
BMI_Healthy weight                                  1.319946e-01  5.984451e-01  
BMI_Overweight                                      2.928950e-01  1.155628e-01  
BMI_Class 1 Obesity                                 3.535434e-01  1.258188e-01  
BMI_Class 2 Obesity                                 2.560776e-01  8.198631e-02  
BMI_Class 3 Obesity                                 1.337162e-01 -2.049399e-01  
GenHlth_Excellent                                   6.719506e-02 -2.449036e-01  
GenHlth_Very good                                   6.719506e-02 -2.449036e-01  
GenHlth_Good                                        6.719506e-02 -2.449036e-01  
GenHlth_Fair                                        6.719506e-02 -2.449036e-01  
GenHlth_Poor                                        6.719506e-02 -2.449036e-01  
MentHlth_0                                         -1.478584e-01  9.198351e-02  
MentHlth_1-5                                       -1.478584e-01  9.198351e-02  
MentHlth_6-10                                      -1.478584e-01  9.198351e-02  
MentHlth_11-15                                     -1.478584e-01  9.198351e-02  
MentHlth_16-20                                     -1.478584e-01  9.198351e-02  
MentHlth_21-25                                     -1.478584e-01  9.198351e-02  
MentHlth_26-30                                     -1.478584e-01  9.198351e-02  
PhysHlth_0                                          1.571220e-02 -5.815253e-02  
PhysHlth_1-5                                        1.571220e-02 -5.815253e-02  
PhysHlth_6-10                                       1.571220e-02 -5.815253e-02  
PhysHlth_11-15                                      1.571220e-02 -5.815253e-02  
PhysHlth_16-20                                      1.571220e-02 -5.815253e-02  
PhysHlth_21-25                                      1.571220e-02 -5.815253e-02  
PhysHlth_26-30                                      1.571220e-02 -5.815253e-02  
Education_Never attended school or only kinderg... -2.736272e-01  6.592968e-03  
Education_Elementary                               -2.736272e-01  6.592968e-03  
Education_Some high school                         -2.736272e-01  6.592968e-03  
Education_High school graduate                     -2.736272e-01  6.592968e-03  
Education_Some college or technical school         -2.736272e-01  6.592968e-03  
Education_College graduate                         -2.736272e-01  6.592968e-03  
Income_Less than $10,000                           -2.124781e-02  9.797083e-02  
Income_$10,000-$14,999                             -2.124781e-02  9.797083e-02  
Income_$15,000-$19,999                             -2.124781e-02  9.797083e-02  
Income_$20,000-$24,999                             -2.124781e-02  9.797083e-02  
Income_$25,000-$34,999                             -2.124781e-02  9.797083e-02  
Income_$35,000-$49,999                             -2.124781e-02  9.797083e-02  
Income_$50,000-$74,999                             -2.124781e-02  9.797083e-02  
Income_$75,000 or more                             -2.124781e-02  9.797083e-02  
Sex_Female                                         -1.352508e-01 -5.304581e-02  
Sex_Male                                           -0.000000e+00 -0.000000e+00  
Age_18-29                                          -1.352508e-01 -5.304581e-02  
Age_30-49                                          -0.000000e+00 -0.000000e+00  
Age_50-64                                          -0.000000e+00 -0.000000e+00  
Age_65+                                            -0.000000e+00 -0.000000e+00  

[58 rows x 58 columns]

PCA Results for Subset_6:
        PC1       PC2       PC3       PC4       PC5       PC6       PC7  \
0 -1.473049  0.941480  0.367592  0.273637  0.377592  0.155036 -0.025309   
1 -0.401848  0.751225  0.412256 -0.703238 -0.098355  0.535074  0.094840   
2  0.656619 -0.622410 -0.844243 -0.285850 -1.005487  0.173380  0.022017   
3  0.086019 -0.656889  1.012804 -0.516907 -0.760649 -0.471696  0.287052   
4 -0.185301 -0.944906 -0.469582  0.864715 -0.609354  0.323146 -0.861036   

        PC8       PC9      PC10  ...  PC49  PC50  PC51          PC52  \
0  0.504877 -0.226971 -0.114861  ...   0.0   0.0   0.0 -3.346815e-18   
1 -0.665763  0.706734 -0.610445  ...   0.0   0.0   0.0 -3.346815e-18   
2  0.331866 -0.691343  0.045834  ...   0.0   0.0   0.0 -3.346815e-18   
3 -0.125075  0.674260  0.059453  ...   0.0   0.0   0.0 -3.346815e-18   
4  0.312425  0.304690 -0.152326  ...   0.0   0.0   0.0 -3.346815e-18   

           PC53          PC54          PC55          PC56          PC57  \
0 -5.551115e-17  1.110223e-16 -2.220446e-16  1.110223e-16  2.775558e-16   
1 -5.551115e-17 -2.220446e-16  1.110223e-16  1.110223e-16  1.665335e-16   
2  1.665335e-16  0.000000e+00 -1.110223e-16  0.000000e+00  5.551115e-17   
3 -5.551115e-17  1.110223e-16  0.000000e+00 -1.110223e-16  1.665335e-16   
4 -3.885781e-16  0.000000e+00 -3.330669e-16  5.551115e-16  1.665335e-16   

           PC58  
0 -1.526557e-16  
1  9.714451e-17  
2 -4.163336e-17  
3  2.775558e-17  
4 -4.163336e-17  

[5 rows x 58 columns]
No description has been provided for this image
For Subset_6, retain 23 components to explain 90% of the variance.


Explained Variance for Subset_7:
[9.85268278e-02 8.34906208e-02 7.50091122e-02 7.02181274e-02
 6.09063516e-02 5.74152797e-02 4.94457345e-02 4.68878415e-02
 4.01175803e-02 3.85555144e-02 3.55006686e-02 3.21168548e-02
 3.01891969e-02 2.77198147e-02 2.74800127e-02 2.51628461e-02
 2.20278301e-02 2.01263647e-02 1.76161424e-02 1.70638127e-02
 1.51435124e-02 1.41111927e-02 1.33374369e-02 1.16824183e-02
 1.08271555e-02 1.02013709e-02 9.06893981e-03 8.12444392e-03
 7.29081477e-03 5.42209465e-03 4.33923852e-03 3.87055141e-03
 2.47059757e-03 2.19374382e-03 1.76817970e-03 1.33829623e-03
 1.30841909e-03 1.17970620e-03 3.97279843e-04 2.28443516e-04
 1.19630315e-04 1.64658189e-17 1.23928893e-17 5.57843790e-18
 3.53581308e-18 3.10665007e-18 2.32085903e-18 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00]

Cumulative Variance for Subset_7:
[0.09852683 0.18201745 0.25702656 0.32724469 0.38815104 0.44556632
 0.49501205 0.5418999  0.58201748 0.62057299 0.65607366 0.68819051
 0.71837971 0.74609953 0.77357954 0.79874238 0.82077021 0.84089658
 0.85851272 0.87557653 0.89072005 0.90483124 0.91816868 0.92985109
 0.94067825 0.95087962 0.95994856 0.968073   0.97536382 0.98078591
 0.98512515 0.9889957  0.9914663  0.99366005 0.99542822 0.99676652
 0.99807494 0.99925465 0.99965193 0.99988037 1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.        ]

Loadings for Subset_7:
                                                             PC1  \
HighBP                                             -1.440372e-01   
HighChol                                           -4.292172e-02   
CholCheck                                          -9.887592e-03   
Smoker                                             -1.081834e-01   
Stroke                                             -6.433040e-03   
HeartDiseaseorAttack                               -8.154019e-03   
PhysActivity                                        7.088470e-02   
Fruits                                              9.235574e-02   
Veggies                                             7.592185e-02   
HvyAlcoholConsump                                  -4.026278e-02   
AnyHealthcare                                       1.639751e-02   
NoDocbcCost                                        -7.852696e-02   
DiffWalk                                           -3.995280e-02   
BMI_Underweight                                    -0.000000e+00   
BMI_Healthy weight                                 -0.000000e+00   
BMI_Overweight                                     -0.000000e+00   
BMI_Class 1 Obesity                                -5.293956e-23   
BMI_Class 2 Obesity                                 6.617445e-24   
BMI_Class 3 Obesity                                 3.308722e-24   
GenHlth_Excellent                                   1.911389e-01   
GenHlth_Very good                                   1.264656e-01   
GenHlth_Good                                       -2.608198e-01   
GenHlth_Fair                                       -5.024593e-02   
GenHlth_Poor                                       -6.538715e-03   
MentHlth_0                                          5.128880e-01   
MentHlth_1-5                                       -2.938706e-01   
MentHlth_6-10                                      -9.013480e-02   
MentHlth_11-15                                     -5.064893e-02   
MentHlth_16-20                                     -1.720485e-02   
MentHlth_21-25                                     -3.854645e-03   
MentHlth_26-30                                     -5.717417e-02   
PhysHlth_0                                          5.000955e-01   
PhysHlth_1-5                                       -4.198206e-01   
PhysHlth_6-10                                      -3.317743e-02   
PhysHlth_11-15                                     -1.741338e-02   
PhysHlth_16-20                                     -1.410913e-02   
PhysHlth_21-25                                     -5.234364e-04   
PhysHlth_26-30                                     -1.505150e-02   
Education_Never attended school or only kinderg... -2.705786e-03   
Education_Elementary                                1.158660e-03   
Education_Some high school                         -1.368747e-02   
Education_High school graduate                     -2.805939e-02   
Education_Some college or technical school         -3.125409e-02   
Education_College graduate                          7.454808e-02   
Income_Less than $10,000                           -4.942263e-02   
Income_$10,000-$14,999                             -2.656688e-02   
Income_$15,000-$19,999                             -1.769720e-02   
Income_$20,000-$24,999                             -2.887583e-02   
Income_$25,000-$34,999                             -3.166238e-02   
Income_$35,000-$49,999                              3.078508e-02   
Income_$50,000-$74,999                              5.253381e-02   
Income_$75,000 or more                              7.090605e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC2  \
HighBP                                              7.359882e-02   
HighChol                                            4.378204e-02   
CholCheck                                           1.825297e-02   
Smoker                                             -2.614724e-01   
Stroke                                              4.916521e-04   
HeartDiseaseorAttack                               -7.782113e-03   
PhysActivity                                        8.458176e-02   
Fruits                                              4.188569e-02   
Veggies                                             7.016972e-02   
HvyAlcoholConsump                                   1.563267e-03   
AnyHealthcare                                       1.204589e-01   
NoDocbcCost                                        -4.260324e-02   
DiffWalk                                           -1.722660e-02   
BMI_Underweight                                     8.673617e-19   
BMI_Healthy weight                                 -4.336809e-19   
BMI_Overweight                                      1.084202e-19   
BMI_Class 1 Obesity                                -4.065758e-20   
BMI_Class 2 Obesity                                 6.776264e-21   
BMI_Class 3 Obesity                                 8.470329e-22   
GenHlth_Excellent                                  -3.972267e-02   
GenHlth_Very good                                   4.511300e-01   
GenHlth_Good                                       -3.924227e-01   
GenHlth_Fair                                       -9.365333e-03   
GenHlth_Poor                                       -9.619241e-03   
MentHlth_0                                         -2.466906e-01   
MentHlth_1-5                                        2.421483e-01   
MentHlth_6-10                                       1.346853e-02   
MentHlth_11-15                                     -4.368111e-03   
MentHlth_16-20                                      1.091522e-02   
MentHlth_21-25                                      9.827506e-04   
MentHlth_26-30                                     -1.645603e-02   
PhysHlth_0                                         -6.098285e-02   
PhysHlth_1-5                                        7.203566e-02   
PhysHlth_6-10                                      -2.141327e-03   
PhysHlth_11-15                                      2.688592e-04   
PhysHlth_16-20                                     -3.049070e-03   
PhysHlth_21-25                                     -1.923680e-03   
PhysHlth_26-30                                     -4.207592e-03   
Education_Never attended school or only kinderg...  4.383330e-04   
Education_Elementary                               -6.942308e-03   
Education_Some high school                         -1.847465e-02   
Education_High school graduate                     -2.166604e-01   
Education_Some college or technical school         -2.462754e-01   
Education_College graduate                          4.879144e-01   
Income_Less than $10,000                            9.298361e-04   
Income_$10,000-$14,999                             -2.131816e-02   
Income_$15,000-$19,999                             -2.864760e-02   
Income_$20,000-$24,999                             -5.681482e-02   
Income_$25,000-$34,999                             -6.315630e-02   
Income_$35,000-$49,999                             -6.732345e-02   
Income_$50,000-$74,999                              2.289132e-02   
Income_$75,000 or more                              2.134392e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC3  \
HighBP                                             -1.316354e-02   
HighChol                                           -1.306208e-02   
CholCheck                                          -2.943787e-02   
Smoker                                              6.477377e-02   
Stroke                                              1.228607e-03   
HeartDiseaseorAttack                               -4.593260e-05   
PhysActivity                                       -5.012967e-02   
Fruits                                             -7.583542e-02   
Veggies                                            -9.500788e-02   
HvyAlcoholConsump                                  -2.642693e-02   
AnyHealthcare                                      -5.357124e-02   
NoDocbcCost                                         1.066938e-02   
DiffWalk                                            1.277831e-02   
BMI_Underweight                                     2.775558e-17   
BMI_Healthy weight                                 -1.387779e-17   
BMI_Overweight                                      6.938894e-18   
BMI_Class 1 Obesity                                -1.734723e-18   
BMI_Class 2 Obesity                                -1.734723e-18   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                  -1.278018e-01   
GenHlth_Very good                                   5.206517e-01   
GenHlth_Good                                       -3.992617e-01   
GenHlth_Fair                                        1.793765e-03   
GenHlth_Poor                                        4.618043e-03   
MentHlth_0                                         -2.079849e-02   
MentHlth_1-5                                       -7.181161e-04   
MentHlth_6-10                                       1.553581e-02   
MentHlth_11-15                                      4.797890e-03   
MentHlth_16-20                                     -1.115346e-02   
MentHlth_21-25                                      3.564954e-03   
MentHlth_26-30                                      8.771401e-03   
PhysHlth_0                                         -5.985217e-02   
PhysHlth_1-5                                        4.914259e-02   
PhysHlth_6-10                                      -7.647685e-03   
PhysHlth_11-15                                      3.398868e-03   
PhysHlth_16-20                                      1.093479e-02   
PhysHlth_21-25                                      2.354683e-04   
PhysHlth_26-30                                      3.788141e-03   
Education_Never attended school or only kinderg... -2.948129e-04   
Education_Elementary                               -4.250769e-03   
Education_Some high school                         -1.455597e-03   
Education_High school graduate                     -4.854222e-02   
Education_Some college or technical school          5.312487e-01   
Education_College graduate                         -4.767053e-01   
Income_Less than $10,000                            1.831788e-02   
Income_$10,000-$14,999                              1.037316e-02   
Income_$15,000-$19,999                              2.487858e-02   
Income_$20,000-$24,999                              4.379233e-03   
Income_$25,000-$34,999                              3.699541e-02   
Income_$35,000-$49,999                             -2.978385e-02   
Income_$50,000-$74,999                              4.958433e-04   
Income_$75,000 or more                             -6.565625e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC4  \
HighBP                                             -6.864191e-02   
HighChol                                           -2.627898e-02   
CholCheck                                          -1.811147e-03   
Smoker                                              2.767990e-01   
Stroke                                              1.126315e-03   
HeartDiseaseorAttack                               -1.317048e-03   
PhysActivity                                       -4.590028e-02   
Fruits                                              2.287892e-01   
Veggies                                             1.204333e-01   
HvyAlcoholConsump                                   7.013181e-02   
AnyHealthcare                                      -5.626452e-02   
NoDocbcCost                                         3.518590e-02   
DiffWalk                                            1.403406e-02   
BMI_Underweight                                     1.387779e-17   
BMI_Healthy weight                                 -6.938894e-18   
BMI_Overweight                                      0.000000e+00   
BMI_Class 1 Obesity                                 1.734723e-18   
BMI_Class 2 Obesity                                -4.336809e-19   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                  -1.364886e-03   
GenHlth_Very good                                   2.191254e-01   
GenHlth_Good                                       -2.477195e-01   
GenHlth_Fair                                        2.134618e-02   
GenHlth_Poor                                        8.612878e-03   
MentHlth_0                                          9.109359e-03   
MentHlth_1-5                                       -2.879458e-02   
MentHlth_6-10                                       1.969722e-04   
MentHlth_11-15                                      3.745963e-03   
MentHlth_16-20                                     -5.984503e-04   
MentHlth_21-25                                     -1.597376e-03   
MentHlth_26-30                                      1.793811e-02   
PhysHlth_0                                         -8.241135e-02   
PhysHlth_1-5                                        7.784514e-02   
PhysHlth_6-10                                       1.637741e-02   
PhysHlth_11-15                                     -1.035000e-02   
PhysHlth_16-20                                     -1.521252e-03   
PhysHlth_21-25                                     -1.919545e-03   
PhysHlth_26-30                                      1.979606e-03   
Education_Never attended school or only kinderg...  1.447825e-03   
Education_Elementary                                2.251284e-03   
Education_Some high school                          1.587704e-02   
Education_High school graduate                      6.341068e-01   
Education_Some college or technical school         -5.070502e-01   
Education_College graduate                         -1.466327e-01   
Income_Less than $10,000                            1.484472e-02   
Income_$10,000-$14,999                             -1.014519e-02   
Income_$15,000-$19,999                              7.798488e-03   
Income_$20,000-$24,999                              5.653987e-02   
Income_$25,000-$34,999                              9.805945e-02   
Income_$35,000-$49,999                             -1.053115e-02   
Income_$50,000-$74,999                             -1.277318e-02   
Income_$75,000 or more                             -1.437930e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC5  \
HighBP                                             -4.179376e-02   
HighChol                                           -4.015121e-02   
CholCheck                                          -1.006965e-02   
Smoker                                              5.921970e-02   
Stroke                                              6.529592e-03   
HeartDiseaseorAttack                                1.419395e-03   
PhysActivity                                        7.776525e-02   
Fruits                                              7.277749e-01   
Veggies                                             3.502879e-01   
HvyAlcoholConsump                                  -1.543376e-02   
AnyHealthcare                                      -2.163336e-02   
NoDocbcCost                                         1.482274e-02   
DiffWalk                                           -1.407426e-02   
BMI_Underweight                                    -5.551115e-17   
BMI_Healthy weight                                  5.551115e-17   
BMI_Overweight                                      2.775558e-17   
BMI_Class 1 Obesity                                -5.551115e-17   
BMI_Class 2 Obesity                                -1.387779e-17   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                   2.087147e-01   
GenHlth_Very good                                  -1.554233e-01   
GenHlth_Good                                       -1.559803e-02   
GenHlth_Fair                                       -3.998424e-02   
GenHlth_Poor                                        2.290871e-03   
MentHlth_0                                         -1.955255e-01   
MentHlth_1-5                                        1.381825e-01   
MentHlth_6-10                                       5.014878e-03   
MentHlth_11-15                                      2.272255e-02   
MentHlth_16-20                                      9.510012e-03   
MentHlth_21-25                                      3.632333e-04   
MentHlth_26-30                                      1.973227e-02   
PhysHlth_0                                          2.832438e-02   
PhysHlth_1-5                                       -1.697482e-02   
PhysHlth_6-10                                      -4.916684e-03   
PhysHlth_11-15                                     -3.118292e-03   
PhysHlth_16-20                                     -1.069340e-02   
PhysHlth_21-25                                      4.803753e-04   
PhysHlth_26-30                                      6.898442e-03   
Education_Never attended school or only kinderg...  2.568092e-03   
Education_Elementary                                3.351737e-03   
Education_Some high school                         -1.285713e-02   
Education_High school graduate                     -7.345110e-02   
Education_Some college or technical school          2.340645e-01   
Education_College graduate                         -1.536761e-01   
Income_Less than $10,000                           -3.761544e-03   
Income_$10,000-$14,999                             -5.980824e-03   
Income_$15,000-$19,999                              1.688104e-02   
Income_$20,000-$24,999                             -3.474111e-02   
Income_$25,000-$34,999                             -1.485632e-02   
Income_$35,000-$49,999                             -1.352994e-01   
Income_$50,000-$74,999                             -1.165627e-01   
Income_$75,000 or more                              2.943208e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC6  \
HighBP                                              2.934982e-02   
HighChol                                           -1.909274e-02   
CholCheck                                           2.545553e-02   
Smoker                                              1.418339e-01   
Stroke                                              2.335236e-04   
HeartDiseaseorAttack                               -2.343378e-03   
PhysActivity                                       -6.158214e-02   
Fruits                                             -4.871723e-02   
Veggies                                            -5.546170e-02   
HvyAlcoholConsump                                   3.756995e-02   
AnyHealthcare                                      -1.906897e-02   
NoDocbcCost                                         6.637644e-02   
DiffWalk                                           -1.110941e-02   
BMI_Underweight                                    -2.775558e-17   
BMI_Healthy weight                                 -0.000000e+00   
BMI_Overweight                                      1.110223e-16   
BMI_Class 1 Obesity                                -0.000000e+00   
BMI_Class 2 Obesity                                 2.775558e-17   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                  -1.298529e-01   
GenHlth_Very good                                   5.479547e-02   
GenHlth_Good                                        1.078253e-01   
GenHlth_Fair                                       -2.200861e-02   
GenHlth_Poor                                       -1.075926e-02   
MentHlth_0                                         -4.552458e-01   
MentHlth_1-5                                        4.057906e-01   
MentHlth_6-10                                       2.961791e-02   
MentHlth_11-15                                      1.245151e-02   
MentHlth_16-20                                      4.916905e-03   
MentHlth_21-25                                      7.702909e-03   
MentHlth_26-30                                     -5.233974e-03   
PhysHlth_0                                          5.139691e-01   
PhysHlth_1-5                                       -4.794881e-01   
PhysHlth_6-10                                      -1.570590e-02   
PhysHlth_11-15                                     -1.465843e-02   
PhysHlth_16-20                                     -7.481655e-04   
PhysHlth_21-25                                     -1.981430e-03   
PhysHlth_26-30                                     -1.387124e-03   
Education_Never attended school or only kinderg... -4.279436e-04   
Education_Elementary                                6.621318e-03   
Education_Some high school                          1.828023e-02   
Education_High school graduate                      4.212121e-02   
Education_Some college or technical school         -2.236398e-02   
Education_College graduate                         -4.423083e-02   
Income_Less than $10,000                            2.611550e-02   
Income_$10,000-$14,999                             -7.097310e-03   
Income_$15,000-$19,999                              1.440661e-02   
Income_$20,000-$24,999                              4.460979e-02   
Income_$25,000-$34,999                              4.071909e-02   
Income_$35,000-$49,999                              7.328711e-02   
Income_$50,000-$74,999                              2.596344e-02   
Income_$75,000 or more                             -2.180042e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC7  \
HighBP                                             -2.022088e-01   
HighChol                                           -6.626217e-02   
CholCheck                                           2.760496e-02   
Smoker                                             -2.369368e-01   
Stroke                                              1.331598e-03   
HeartDiseaseorAttack                               -4.143422e-03   
PhysActivity                                       -6.955364e-02   
Fruits                                             -3.139787e-01   
Veggies                                            -2.129617e-01   
HvyAlcoholConsump                                   4.825742e-03   
AnyHealthcare                                       1.062647e-02   
NoDocbcCost                                        -1.185550e-01   
DiffWalk                                           -6.865260e-03   
BMI_Underweight                                     1.110223e-16   
BMI_Healthy weight                                  2.775558e-17   
BMI_Overweight                                     -0.000000e+00   
BMI_Class 1 Obesity                                -2.775558e-17   
BMI_Class 2 Obesity                                 2.775558e-17   
BMI_Class 3 Obesity                                -2.775558e-17   
GenHlth_Excellent                                   4.662129e-01   
GenHlth_Very good                                  -2.533932e-01   
GenHlth_Good                                       -2.843625e-01   
GenHlth_Fair                                        7.582898e-02   
GenHlth_Poor                                       -4.286117e-03   
MentHlth_0                                         -1.302807e-01   
MentHlth_1-5                                        2.466725e-01   
MentHlth_6-10                                      -5.912559e-02   
MentHlth_11-15                                     -2.452793e-02   
MentHlth_16-20                                     -3.251314e-02   
MentHlth_21-25                                     -3.858947e-03   
MentHlth_26-30                                      3.633800e-03   
PhysHlth_0                                          1.212669e-02   
PhysHlth_1-5                                       -1.233576e-03   
PhysHlth_6-10                                      -1.762636e-02   
PhysHlth_11-15                                     -3.619837e-03   
PhysHlth_16-20                                      1.477817e-02   
PhysHlth_21-25                                     -2.065423e-04   
PhysHlth_26-30                                     -4.218545e-03   
Education_Never attended school or only kinderg...  5.545788e-04   
Education_Elementary                               -5.788522e-04   
Education_Some high school                          9.194381e-03   
Education_High school graduate                      2.101429e-01   
Education_Some college or technical school         -3.153158e-02   
Education_College graduate                         -1.877815e-01   
Income_Less than $10,000                            3.606542e-02   
Income_$10,000-$14,999                              4.513146e-03   
Income_$15,000-$19,999                              1.100109e-03   
Income_$20,000-$24,999                              3.141983e-03   
Income_$25,000-$34,999                             -1.060334e-02   
Income_$35,000-$49,999                              6.031350e-02   
Income_$50,000-$74,999                             -3.577753e-01   
Income_$75,000 or more                              2.632445e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC8  \
HighBP                                              1.560047e-01   
HighChol                                            1.285812e-01   
CholCheck                                           1.402920e-02   
Smoker                                              3.406812e-01   
Stroke                                             -1.156187e-03   
HeartDiseaseorAttack                                2.008036e-03   
PhysActivity                                       -5.260184e-02   
Fruits                                             -2.431694e-01   
Veggies                                             5.026714e-02   
HvyAlcoholConsump                                   4.079473e-02   
AnyHealthcare                                       5.350052e-02   
NoDocbcCost                                        -3.197180e-02   
DiffWalk                                           -5.112054e-03   
BMI_Underweight                                    -1.110223e-16   
BMI_Healthy weight                                  5.551115e-17   
BMI_Overweight                                     -2.081668e-17   
BMI_Class 1 Obesity                                -0.000000e+00   
BMI_Class 2 Obesity                                -5.551115e-17   
BMI_Class 3 Obesity                                -2.775558e-17   
GenHlth_Excellent                                  -2.790315e-01   
GenHlth_Very good                                   1.257850e-01   
GenHlth_Good                                        1.825806e-01   
GenHlth_Fair                                       -2.811398e-02   
GenHlth_Poor                                       -1.220188e-03   
MentHlth_0                                          4.488828e-02   
MentHlth_1-5                                       -8.848275e-02   
MentHlth_6-10                                       3.020570e-02   
MentHlth_11-15                                      4.316584e-03   
MentHlth_16-20                                     -3.938812e-03   
MentHlth_21-25                                      2.377024e-03   
MentHlth_26-30                                      1.063397e-02   
PhysHlth_0                                          1.028918e-01   
PhysHlth_1-5                                       -1.012768e-01   
PhysHlth_6-10                                       1.348277e-02   
PhysHlth_11-15                                     -4.459011e-03   
PhysHlth_16-20                                     -2.970514e-03   
PhysHlth_21-25                                      4.227603e-03   
PhysHlth_26-30                                     -1.189585e-02   
Education_Never attended school or only kinderg... -1.647081e-03   
Education_Elementary                                3.564257e-04   
Education_Some high school                         -1.370582e-02   
Education_High school graduate                      1.144509e-01   
Education_Some college or technical school         -4.427538e-02   
Education_College graduate                         -5.517902e-02   
Income_Less than $10,000                           -3.340936e-02   
Income_$10,000-$14,999                             -1.786093e-02   
Income_$15,000-$19,999                             -5.229742e-02   
Income_$20,000-$24,999                             -3.468938e-02   
Income_$25,000-$34,999                             -7.874672e-02   
Income_$35,000-$49,999                             -2.234458e-01   
Income_$50,000-$74,999                             -2.467534e-01   
Income_$75,000 or more                              6.872030e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC9  \
HighBP                                             -1.763076e-01   
HighChol                                           -1.004966e-01   
CholCheck                                          -2.333341e-02   
Smoker                                              6.866743e-01   
Stroke                                              2.222380e-03   
HeartDiseaseorAttack                                9.342206e-03   
PhysActivity                                        7.958654e-02   
Fruits                                             -2.051056e-01   
Veggies                                             2.166191e-01   
HvyAlcoholConsump                                   1.212793e-01   
AnyHealthcare                                       1.268331e-02   
NoDocbcCost                                         3.660609e-02   
DiffWalk                                            1.396713e-02   
BMI_Underweight                                    -2.775558e-17   
BMI_Healthy weight                                 -5.898060e-17   
BMI_Overweight                                     -5.551115e-17   
BMI_Class 1 Obesity                                 5.551115e-17   
BMI_Class 2 Obesity                                 5.551115e-17   
BMI_Class 3 Obesity                                 1.110223e-16   
GenHlth_Excellent                                   2.425859e-01   
GenHlth_Very good                                  -5.250685e-02   
GenHlth_Good                                       -2.083244e-01   
GenHlth_Fair                                        1.175462e-02   
GenHlth_Poor                                        6.490771e-03   
MentHlth_0                                         -5.591574e-02   
MentHlth_1-5                                       -3.482695e-02   
MentHlth_6-10                                       1.472139e-02   
MentHlth_11-15                                      1.018717e-02   
MentHlth_16-20                                      2.175645e-02   
MentHlth_21-25                                     -3.616990e-03   
MentHlth_26-30                                      4.769467e-02   
PhysHlth_0                                         -5.502995e-02   
PhysHlth_1-5                                        5.407755e-02   
PhysHlth_6-10                                       7.899758e-04   
PhysHlth_11-15                                     -5.517681e-03   
PhysHlth_16-20                                     -6.984460e-03   
PhysHlth_21-25                                      2.509602e-03   
PhysHlth_26-30                                      1.015497e-02   
Education_Never attended school or only kinderg...  2.702313e-03   
Education_Elementary                                1.137509e-02   
Education_Some high school                          3.138329e-02   
Education_High school graduate                     -2.900880e-01   
Education_Some college or technical school          4.351442e-02   
Education_College graduate                          2.011128e-01   
Income_Less than $10,000                           -6.789001e-03   
Income_$10,000-$14,999                             -8.668860e-03   
Income_$15,000-$19,999                             -5.384694e-02   
Income_$20,000-$24,999                             -8.058093e-02   
Income_$25,000-$34,999                             -5.551856e-02   
Income_$35,000-$49,999                              3.290361e-01   
Income_$50,000-$74,999                             -6.745379e-02   
Income_$75,000 or more                             -5.617805e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC10  ...  PC49  \
HighBP                                              6.481255e-01  ...   0.0   
HighChol                                            3.363112e-01  ...   0.0   
CholCheck                                          -7.892784e-03  ...   0.0   
Smoker                                              1.052588e-01  ...   0.0   
Stroke                                              1.800462e-02  ...   0.0   
HeartDiseaseorAttack                                1.643482e-03  ...   0.0   
PhysActivity                                       -1.694867e-01  ...   0.0   
Fruits                                              1.049459e-01  ...   0.0   
Veggies                                            -2.058602e-01  ...   0.0   
HvyAlcoholConsump                                   3.454405e-03  ...   0.0   
AnyHealthcare                                      -1.754271e-01  ...   0.0   
NoDocbcCost                                         2.334028e-01  ...   0.0   
DiffWalk                                            4.690505e-02  ...   0.0   
BMI_Underweight                                     1.387779e-17  ...   0.0   
BMI_Healthy weight                                 -4.163336e-17  ...   0.0   
BMI_Overweight                                     -4.163336e-17  ...   0.0   
BMI_Class 1 Obesity                                 2.775558e-17  ...   0.0   
BMI_Class 2 Obesity                                 6.938894e-18  ...   0.0   
BMI_Class 3 Obesity                                -2.775558e-17  ...   0.0   
GenHlth_Excellent                                   2.265915e-01  ...   0.0   
GenHlth_Very good                                  -1.332597e-01  ...   0.0   
GenHlth_Good                                       -2.686380e-01  ...   0.0   
GenHlth_Fair                                        1.414520e-01  ...   0.0   
GenHlth_Poor                                        3.385422e-02  ...   0.0   
MentHlth_0                                          6.618310e-03  ...   0.0   
MentHlth_1-5                                       -1.460162e-01  ...   0.0   
MentHlth_6-10                                       6.136529e-02  ...   0.0   
MentHlth_11-15                                      3.684165e-02  ...   0.0   
MentHlth_16-20                                      1.979026e-02  ...   0.0   
MentHlth_21-25                                      1.497347e-02  ...   0.0   
MentHlth_26-30                                      6.427255e-03  ...   0.0   
PhysHlth_0                                          1.782706e-02  ...   0.0   
PhysHlth_1-5                                       -9.580480e-02  ...   0.0   
PhysHlth_6-10                                       2.669363e-02  ...   0.0   
PhysHlth_11-15                                      1.575615e-02  ...   0.0   
PhysHlth_16-20                                      1.243263e-02  ...   0.0   
PhysHlth_21-25                                     -2.593894e-03  ...   0.0   
PhysHlth_26-30                                      2.568924e-02  ...   0.0   
Education_Never attended school or only kinderg...  7.313579e-03  ...   0.0   
Education_Elementary                               -1.043493e-03  ...   0.0   
Education_Some high school                          4.978051e-02  ...   0.0   
Education_High school graduate                     -1.037221e-01  ...   0.0   
Education_Some college or technical school         -2.320498e-02  ...   0.0   
Education_College graduate                          7.087647e-02  ...   0.0   
Income_Less than $10,000                           -6.240812e-03  ...   0.0   
Income_$10,000-$14,999                              3.303868e-02  ...   0.0   
Income_$15,000-$19,999                              6.562665e-02  ...   0.0   
Income_$20,000-$24,999                              1.605715e-01  ...   0.0   
Income_$25,000-$34,999                              2.927824e-02  ...   0.0   
Income_$35,000-$49,999                             -4.389561e-02  ...   0.0   
Income_$50,000-$74,999                             -1.619820e-01  ...   0.0   
Income_$75,000 or more                             -7.639670e-02  ...   0.0   
Sex_Female                                         -0.000000e+00  ...   0.0   
Sex_Male                                           -0.000000e+00  ...   0.0   
Age_18-29                                          -0.000000e+00  ...   0.0   
Age_30-49                                          -0.000000e+00  ...   0.0   
Age_50-64                                          -0.000000e+00  ...   1.0   
Age_65+                                            -0.000000e+00  ...   0.0   

                                                    PC50  PC51  PC52  PC53  \
HighBP                                               0.0   0.0   0.0   0.0   
HighChol                                             0.0   0.0   0.0   0.0   
CholCheck                                            0.0   0.0   0.0   0.0   
Smoker                                               0.0   0.0   0.0   0.0   
Stroke                                               0.0   0.0   0.0   0.0   
HeartDiseaseorAttack                                 0.0   0.0   0.0   0.0   
PhysActivity                                         0.0   0.0   0.0   0.0   
Fruits                                               0.0   0.0   0.0   0.0   
Veggies                                              0.0   0.0   0.0   0.0   
HvyAlcoholConsump                                    0.0   0.0   0.0   0.0   
AnyHealthcare                                        0.0   0.0   0.0   0.0   
NoDocbcCost                                          0.0   0.0   0.0   0.0   
DiffWalk                                             0.0   0.0   0.0   0.0   
BMI_Underweight                                      0.0   0.0   0.0   0.0   
BMI_Healthy weight                                   0.0   0.0   0.0   0.0   
BMI_Overweight                                       0.0   0.0   0.0   0.0   
BMI_Class 1 Obesity                                  0.0   0.0   0.0   0.0   
BMI_Class 2 Obesity                                  0.0   0.0   0.0   0.0   
BMI_Class 3 Obesity                                  0.0   0.0   0.0   0.0   
GenHlth_Excellent                                    0.0   0.0   0.0   0.0   
GenHlth_Very good                                    0.0   0.0   0.0   0.0   
GenHlth_Good                                         0.0   0.0   0.0   0.0   
GenHlth_Fair                                         0.0   0.0   0.0   0.0   
GenHlth_Poor                                         0.0   0.0   0.0   0.0   
MentHlth_0                                           0.0   0.0   0.0   0.0   
MentHlth_1-5                                         0.0   0.0   0.0   0.0   
MentHlth_6-10                                        0.0   0.0   0.0   0.0   
MentHlth_11-15                                       0.0   0.0   0.0   0.0   
MentHlth_16-20                                       0.0   0.0   0.0   0.0   
MentHlth_21-25                                       0.0   0.0   0.0   0.0   
MentHlth_26-30                                       0.0   0.0   0.0   0.0   
PhysHlth_0                                           0.0   0.0   0.0   0.0   
PhysHlth_1-5                                         0.0   0.0   0.0   0.0   
PhysHlth_6-10                                        0.0   0.0   0.0   0.0   
PhysHlth_11-15                                       0.0   0.0   0.0   0.0   
PhysHlth_16-20                                       0.0   0.0   0.0   0.0   
PhysHlth_21-25                                       0.0   0.0   0.0   0.0   
PhysHlth_26-30                                       0.0   0.0   0.0   0.0   
Education_Never attended school or only kinderg...   0.0   0.0   0.0   0.0   
Education_Elementary                                 0.0   0.0   0.0   0.0   
Education_Some high school                           0.0   0.0   0.0   0.0   
Education_High school graduate                       0.0   0.0   0.0   0.0   
Education_Some college or technical school           0.0   0.0   0.0   0.0   
Education_College graduate                           0.0   0.0   0.0   0.0   
Income_Less than $10,000                             0.0   0.0   0.0   0.0   
Income_$10,000-$14,999                               0.0   0.0   0.0   0.0   
Income_$15,000-$19,999                               0.0   0.0   0.0   0.0   
Income_$20,000-$24,999                               0.0   0.0   0.0   0.0   
Income_$25,000-$34,999                               0.0   0.0   0.0   0.0   
Income_$35,000-$49,999                               0.0   0.0   0.0   0.0   
Income_$50,000-$74,999                               0.0   0.0   0.0   0.0   
Income_$75,000 or more                               0.0   0.0   0.0   0.0   
Sex_Female                                           0.0   0.0   0.0   1.0   
Sex_Male                                             0.0   0.0   1.0   0.0   
Age_18-29                                            0.0   1.0   0.0   0.0   
Age_30-49                                            1.0   0.0   0.0   0.0   
Age_50-64                                            0.0   0.0   0.0   0.0   
Age_65+                                              0.0   0.0   0.0   0.0   

                                                            PC54  \
HighBP                                              0.000000e+00   
HighChol                                            2.044362e-16   
CholCheck                                           1.225247e-16   
Smoker                                              5.414711e-17   
Stroke                                              4.352475e-15   
HeartDiseaseorAttack                                3.124697e-15   
PhysActivity                                        6.896462e-17   
Fruits                                             -8.114511e-17   
Veggies                                             6.634166e-17   
HvyAlcoholConsump                                   8.580738e-17   
AnyHealthcare                                      -2.315567e-16   
NoDocbcCost                                        -9.982549e-17   
DiffWalk                                            1.115366e-15   
BMI_Underweight                                     9.506314e-02   
BMI_Healthy weight                                  6.000892e-01   
BMI_Overweight                                      4.329262e-02   
BMI_Class 1 Obesity                                -4.196477e-01   
BMI_Class 2 Obesity                                 6.662643e-02   
BMI_Class 3 Obesity                                 1.275756e-01   
GenHlth_Excellent                                   4.584341e-02   
GenHlth_Very good                                   4.584341e-02   
GenHlth_Good                                        4.584341e-02   
GenHlth_Fair                                        4.584341e-02   
GenHlth_Poor                                        4.584341e-02   
MentHlth_0                                          1.539472e-01   
MentHlth_1-5                                        1.539472e-01   
MentHlth_6-10                                       1.539472e-01   
MentHlth_11-15                                      1.539472e-01   
MentHlth_16-20                                      1.539472e-01   
MentHlth_21-25                                      1.539472e-01   
MentHlth_26-30                                      1.539472e-01   
PhysHlth_0                                          2.304578e-02   
PhysHlth_1-5                                        2.304578e-02   
PhysHlth_6-10                                       2.304578e-02   
PhysHlth_11-15                                      2.304578e-02   
PhysHlth_16-20                                      2.304578e-02   
PhysHlth_21-25                                      2.304578e-02   
PhysHlth_26-30                                      2.304578e-02   
Education_Never attended school or only kinderg...  2.049280e-01   
Education_Elementary                                2.049280e-01   
Education_Some high school                          2.049280e-01   
Education_High school graduate                      2.049280e-01   
Education_Some college or technical school          2.049280e-01   
Education_College graduate                          2.049280e-01   
Income_Less than $10,000                           -2.872173e-03   
Income_$10,000-$14,999                             -2.872173e-03   
Income_$15,000-$19,999                             -2.872173e-03   
Income_$20,000-$24,999                             -2.872173e-03   
Income_$25,000-$34,999                             -2.872173e-03   
Income_$35,000-$49,999                             -2.872173e-03   
Income_$50,000-$74,999                             -2.872173e-03   
Income_$75,000 or more                             -2.872173e-03   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC55  \
HighBP                                              0.000000e+00   
HighChol                                            1.329763e-16   
CholCheck                                          -3.786069e-17   
Smoker                                              7.282416e-17   
Stroke                                              6.031270e-15   
HeartDiseaseorAttack                               -9.326436e-16   
PhysActivity                                        1.961562e-16   
Fruits                                              1.082544e-17   
Veggies                                             1.231643e-16   
HvyAlcoholConsump                                   1.462703e-16   
AnyHealthcare                                       1.505166e-16   
NoDocbcCost                                         3.874149e-16   
DiffWalk                                            2.511732e-16   
BMI_Underweight                                     3.803948e-01   
BMI_Healthy weight                                  1.012667e-01   
BMI_Overweight                                      4.391644e-01   
BMI_Class 1 Obesity                                -1.965016e-01   
BMI_Class 2 Obesity                                 9.662140e-02   
BMI_Class 3 Obesity                                -4.022500e-02   
GenHlth_Excellent                                   1.738340e-01   
GenHlth_Very good                                   1.738340e-01   
GenHlth_Good                                        1.738340e-01   
GenHlth_Fair                                        1.738340e-01   
GenHlth_Poor                                        1.738340e-01   
MentHlth_0                                         -3.871437e-03   
MentHlth_1-5                                       -3.871437e-03   
MentHlth_6-10                                      -3.871437e-03   
MentHlth_11-15                                     -3.871437e-03   
MentHlth_16-20                                     -3.871437e-03   
MentHlth_21-25                                     -3.871437e-03   
MentHlth_26-30                                     -3.871437e-03   
PhysHlth_0                                         -1.350444e-01   
PhysHlth_1-5                                       -1.350444e-01   
PhysHlth_6-10                                      -1.350444e-01   
PhysHlth_11-15                                     -1.350444e-01   
PhysHlth_16-20                                     -1.350444e-01   
PhysHlth_21-25                                     -1.350444e-01   
PhysHlth_26-30                                     -1.350444e-01   
Education_Never attended school or only kinderg... -1.711772e-01   
Education_Elementary                               -1.711772e-01   
Education_Some high school                         -1.711772e-01   
Education_High school graduate                     -1.711772e-01   
Education_Some college or technical school         -1.711772e-01   
Education_College graduate                         -1.711772e-01   
Income_Less than $10,000                            1.359907e-01   
Income_$10,000-$14,999                              1.359907e-01   
Income_$15,000-$19,999                              1.359907e-01   
Income_$20,000-$24,999                              1.359907e-01   
Income_$25,000-$34,999                              1.359907e-01   
Income_$35,000-$49,999                              1.359907e-01   
Income_$50,000-$74,999                              1.359907e-01   
Income_$75,000 or more                              1.359907e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC56  \
HighBP                                             -0.000000e+00   
HighChol                                            1.234780e-16   
CholCheck                                           2.581455e-16   
Smoker                                              3.019744e-17   
Stroke                                              8.043831e-15   
HeartDiseaseorAttack                               -4.336722e-16   
PhysActivity                                        7.021825e-17   
Fruits                                              3.054088e-17   
Veggies                                             3.152583e-17   
HvyAlcoholConsump                                  -3.132214e-17   
AnyHealthcare                                       2.802999e-17   
NoDocbcCost                                        -1.604952e-17   
DiffWalk                                            1.888492e-16   
BMI_Underweight                                     6.573554e-01   
BMI_Healthy weight                                  1.034063e-01   
BMI_Overweight                                     -1.155809e-01   
BMI_Class 1 Obesity                                 2.479463e-02   
BMI_Class 2 Obesity                                -3.103581e-01   
BMI_Class 3 Obesity                                -1.768294e-01   
GenHlth_Excellent                                   1.066004e-01   
GenHlth_Very good                                   1.066004e-01   
GenHlth_Good                                        1.066004e-01   
GenHlth_Fair                                        1.066004e-01   
GenHlth_Poor                                        1.066004e-01   
MentHlth_0                                         -1.148883e-01   
MentHlth_1-5                                       -1.148883e-01   
MentHlth_6-10                                      -1.148883e-01   
MentHlth_11-15                                     -1.148883e-01   
MentHlth_16-20                                     -1.148883e-01   
MentHlth_21-25                                     -1.148883e-01   
MentHlth_26-30                                     -1.148883e-01   
PhysHlth_0                                          1.365527e-01   
PhysHlth_1-5                                        1.365527e-01   
PhysHlth_6-10                                       1.365527e-01   
PhysHlth_11-15                                      1.365527e-01   
PhysHlth_16-20                                      1.365527e-01   
PhysHlth_21-25                                      1.365527e-01   
PhysHlth_26-30                                      1.365527e-01   
Education_Never attended school or only kinderg...  6.876418e-03   
Education_Elementary                                6.876418e-03   
Education_Some high school                          6.876418e-03   
Education_High school graduate                      6.876418e-03   
Education_Some college or technical school          6.876418e-03   
Education_College graduate                          6.876418e-03   
Income_Less than $10,000                           -1.301935e-01   
Income_$10,000-$14,999                             -1.301935e-01   
Income_$15,000-$19,999                             -1.301935e-01   
Income_$20,000-$24,999                             -1.301935e-01   
Income_$25,000-$34,999                             -1.301935e-01   
Income_$35,000-$49,999                             -1.301935e-01   
Income_$50,000-$74,999                             -1.301935e-01   
Income_$75,000 or more                             -1.301935e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC57          PC58  
HighBP                                             -0.000000e+00 -0.000000e+00  
HighChol                                           -1.436618e-16 -9.260846e-17  
CholCheck                                          -4.943262e-17  3.369589e-16  
Smoker                                              5.568382e-19 -1.699986e-16  
Stroke                                             -5.480846e-15 -4.107468e-15  
HeartDiseaseorAttack                               -2.755714e-15  2.821143e-15  
PhysActivity                                       -2.568430e-17 -1.983235e-16  
Fruits                                             -3.852550e-17  2.626741e-17  
Veggies                                            -1.173121e-17 -4.212573e-17  
HvyAlcoholConsump                                   4.635699e-17  6.350126e-17  
AnyHealthcare                                       1.654731e-17 -4.030545e-16  
NoDocbcCost                                         2.735178e-17 -2.383629e-17  
DiffWalk                                           -1.012873e-16 -7.303775e-16  
BMI_Underweight                                    -3.019761e-01  1.072317e-01  
BMI_Healthy weight                                  6.101853e-01  3.856495e-01  
BMI_Overweight                                      1.435845e-02 -3.424439e-01  
BMI_Class 1 Obesity                                 5.504258e-01  1.047165e-01  
BMI_Class 2 Obesity                                -6.415533e-02 -2.069758e-02  
BMI_Class 3 Obesity                                -2.266531e-02 -1.346218e-01  
GenHlth_Excellent                                   1.182969e-01 -1.350113e-01  
GenHlth_Very good                                   1.182969e-01 -1.350113e-01  
GenHlth_Good                                        1.182969e-01 -1.350113e-01  
GenHlth_Fair                                        1.182969e-01 -1.350113e-01  
GenHlth_Poor                                        1.182969e-01 -1.350113e-01  
MentHlth_0                                         -1.381800e-01  1.424845e-01  
MentHlth_1-5                                       -1.381800e-01  1.424845e-01  
MentHlth_6-10                                      -1.381800e-01  1.424845e-01  
MentHlth_11-15                                     -1.381800e-01  1.424845e-01  
MentHlth_16-20                                     -1.381800e-01  1.424845e-01  
MentHlth_21-25                                     -1.381800e-01  1.424845e-01  
MentHlth_26-30                                     -1.381800e-01  1.424845e-01  
PhysHlth_0                                         -3.337373e-02 -1.025465e-01  
PhysHlth_1-5                                       -3.337373e-02 -1.025465e-01  
PhysHlth_6-10                                      -3.337373e-02 -1.025465e-01  
PhysHlth_11-15                                     -3.337373e-02 -1.025465e-01  
PhysHlth_16-20                                     -3.337373e-02 -1.025465e-01  
PhysHlth_21-25                                     -3.337373e-02 -1.025465e-01  
PhysHlth_26-30                                     -3.337373e-02 -1.025465e-01  
Education_Never attended school or only kinderg...  2.294322e-02 -2.218654e-01  
Education_Elementary                                2.294322e-02 -2.218654e-01  
Education_Some high school                          2.294322e-02 -2.218654e-01  
Education_High school graduate                      2.294322e-02 -2.218654e-01  
Education_Some college or technical school          2.294322e-02 -2.218654e-01  
Education_College graduate                          2.294322e-02 -2.218654e-01  
Income_Less than $10,000                            4.197936e-02 -1.065258e-01  
Income_$10,000-$14,999                              4.197936e-02 -1.065258e-01  
Income_$15,000-$19,999                              4.197936e-02 -1.065258e-01  
Income_$20,000-$24,999                              4.197936e-02 -1.065258e-01  
Income_$25,000-$34,999                              4.197936e-02 -1.065258e-01  
Income_$35,000-$49,999                              4.197936e-02 -1.065258e-01  
Income_$50,000-$74,999                              4.197936e-02 -1.065258e-01  
Income_$75,000 or more                              4.197936e-02 -1.065258e-01  
Sex_Female                                         -0.000000e+00 -0.000000e+00  
Sex_Male                                           -0.000000e+00 -0.000000e+00  
Age_18-29                                          -0.000000e+00 -0.000000e+00  
Age_30-49                                          -0.000000e+00 -0.000000e+00  
Age_50-64                                          -0.000000e+00 -0.000000e+00  
Age_65+                                            -0.000000e+00 -0.000000e+00  

[58 rows x 58 columns]

PCA Results for Subset_7:
        PC1       PC2       PC3       PC4       PC5       PC6       PC7  \
0 -0.353951 -1.056864 -0.434706  0.913116  0.205661 -0.271675 -0.333278   
1  0.622686 -0.106444  1.014071 -0.550236 -0.805105  0.100129  0.239307   
2  0.858831 -0.455627 -0.385017  0.719653  0.329580 -0.124213  0.673647   
3  0.264912  0.051722 -0.996940 -0.614685 -0.376206 -0.106596 -0.073207   
4 -0.522949 -0.733600  0.080209 -0.625964 -0.076015  0.726824 -0.751280   

        PC8       PC9      PC10  ...  PC49  PC50  PC51  PC52  PC53  \
0  0.227094 -0.115270 -0.133842  ...   0.0   0.0   0.0   0.0   0.0   
1 -0.270548  0.082612 -0.210166  ...   0.0   0.0   0.0   0.0   0.0   
2 -0.709540  0.055616 -0.031747  ...   0.0   0.0   0.0   0.0   0.0   
3  0.885471 -0.227680  0.249376  ...   0.0   0.0   0.0   0.0   0.0   
4  0.310116  0.444672  0.117571  ...   0.0   0.0   0.0   0.0   0.0   

           PC54          PC55          PC56          PC57          PC58  
0  3.079134e-16  3.330669e-16 -2.220446e-16 -4.440892e-16  6.661338e-16  
1  1.994932e-17 -1.665335e-16  0.000000e+00 -1.110223e-16  5.551115e-17  
2  1.309716e-16  1.110223e-16  8.326673e-17 -1.110223e-16 -5.551115e-17  
3  8.673617e-17  3.330669e-16 -5.551115e-17  0.000000e+00  1.665335e-16  
4 -7.199102e-17  1.665335e-16  2.775558e-17  0.000000e+00 -4.440892e-16  

[5 rows x 58 columns]
No description has been provided for this image
For Subset_7, retain 22 components to explain 90% of the variance.


Explained Variance for Subset_8:
[1.02365435e-01 8.74454048e-02 7.25413311e-02 6.14934619e-02
 5.73887718e-02 5.13251270e-02 4.47186876e-02 4.05637202e-02
 3.85019713e-02 3.48485186e-02 3.15429695e-02 3.05984797e-02
 3.00563175e-02 2.77802666e-02 2.65804974e-02 2.57714906e-02
 2.46655305e-02 2.12570658e-02 2.05637733e-02 1.77201271e-02
 1.71382770e-02 1.60221207e-02 1.52667234e-02 1.43719848e-02
 1.33085606e-02 1.12940950e-02 1.03201373e-02 9.34159115e-03
 8.84596086e-03 8.11796930e-03 7.54261890e-03 6.39631579e-03
 4.94569414e-03 2.06639878e-03 2.01491872e-03 1.64315689e-03
 1.41875323e-03 1.22475292e-03 7.46905421e-04 2.44117999e-04
 1.61055920e-17 1.31056892e-17 1.11510740e-17 7.72578268e-18
 3.79996009e-18 2.18254811e-18 4.72435580e-19 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00]

Cumulative Variance for Subset_8:
[0.10236543 0.18981084 0.26235217 0.32384563 0.3812344  0.43255953
 0.47727822 0.51784194 0.55634391 0.59119243 0.6227354  0.65333388
 0.6833902  0.71117046 0.73775096 0.76352245 0.78818798 0.80944505
 0.83000882 0.84772895 0.86486722 0.88088934 0.89615607 0.91052805
 0.92383661 0.93513071 0.94545085 0.95479244 0.9636384  0.97175637
 0.97929899 0.9856953  0.990641   0.99270739 0.99472231 0.99636547
 0.99778422 0.99900898 0.99975588 1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.        ]

Loadings for Subset_8:
                                                             PC1  \
HighBP                                             -8.668294e-03   
HighChol                                           -3.723914e-02   
CholCheck                                           1.120923e-02   
Smoker                                             -7.416408e-02   
Stroke                                             -5.211975e-03   
HeartDiseaseorAttack                               -9.058674e-04   
PhysActivity                                       -3.074624e-02   
Fruits                                              6.137772e-02   
Veggies                                             1.975030e-02   
HvyAlcoholConsump                                  -2.404984e-02   
AnyHealthcare                                      -2.732602e-03   
NoDocbcCost                                        -6.763912e-02   
DiffWalk                                           -3.511624e-02   
BMI_Underweight                                     3.388132e-21   
BMI_Healthy weight                                 -0.000000e+00   
BMI_Overweight                                      2.117582e-22   
BMI_Class 1 Obesity                                 3.145406e-19   
BMI_Class 2 Obesity                                 3.308722e-24   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                   1.498916e-01   
GenHlth_Very good                                  -4.153955e-02   
GenHlth_Good                                       -3.983960e-02   
GenHlth_Fair                                       -6.303493e-02   
GenHlth_Poor                                       -5.477481e-03   
MentHlth_0                                          5.427622e-01   
MentHlth_1-5                                       -3.330952e-01   
MentHlth_6-10                                      -8.726756e-02   
MentHlth_11-15                                     -5.183778e-02   
MentHlth_16-20                                     -2.508025e-02   
MentHlth_21-25                                     -2.718689e-03   
MentHlth_26-30                                     -4.276265e-02   
PhysHlth_0                                          5.578936e-01   
PhysHlth_1-5                                       -4.561667e-01   
PhysHlth_6-10                                      -4.020134e-02   
PhysHlth_11-15                                     -2.400422e-02   
PhysHlth_16-20                                     -1.088732e-03   
PhysHlth_21-25                                     -1.391784e-03   
PhysHlth_26-30                                     -3.504087e-02   
Education_Never attended school or only kinderg... -0.000000e+00   
Education_Elementary                                1.793686e-03   
Education_Some high school                          1.543429e-02   
Education_High school graduate                      1.639613e-02   
Education_Some college or technical school          3.869153e-02   
Education_College graduate                         -7.231563e-02   
Income_Less than $10,000                           -7.655949e-04   
Income_$10,000-$14,999                             -1.984817e-02   
Income_$15,000-$19,999                              4.033040e-02   
Income_$20,000-$24,999                             -1.714933e-02   
Income_$25,000-$34,999                              1.776923e-02   
Income_$35,000-$49,999                             -8.084847e-03   
Income_$50,000-$74,999                              1.012144e-02   
Income_$75,000 or more                             -2.237312e-02   
Sex_Female                                          3.145588e-19   
Sex_Male                                           -0.000000e+00   
Age_18-29                                           3.145588e-19   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC2  \
HighBP                                             -1.579728e-02   
HighChol                                           -2.874512e-02   
CholCheck                                           5.740632e-03   
Smoker                                             -1.067730e-01   
Stroke                                             -5.629096e-03   
HeartDiseaseorAttack                               -6.244228e-03   
PhysActivity                                        5.675209e-02   
Fruits                                              9.797795e-02   
Veggies                                             4.814236e-02   
HvyAlcoholConsump                                  -1.983375e-02   
AnyHealthcare                                       8.255077e-02   
NoDocbcCost                                        -1.181520e-01   
DiffWalk                                           -2.733624e-02   
BMI_Underweight                                    -5.421011e-20   
BMI_Healthy weight                                  0.000000e+00   
BMI_Overweight                                     -1.694066e-21   
BMI_Class 1 Obesity                                 3.746371e-18   
BMI_Class 2 Obesity                                 1.058791e-22   
BMI_Class 3 Obesity                                 2.646978e-23   
GenHlth_Excellent                                   4.224952e-02   
GenHlth_Very good                                   4.796744e-01   
GenHlth_Good                                       -4.662615e-01   
GenHlth_Fair                                       -4.916094e-02   
GenHlth_Poor                                       -6.501422e-03   
MentHlth_0                                          4.070811e-02   
MentHlth_1-5                                        6.929206e-02   
MentHlth_6-10                                      -2.770029e-02   
MentHlth_11-15                                     -2.187772e-02   
MentHlth_16-20                                     -3.114886e-02   
MentHlth_21-25                                     -1.081885e-03   
MentHlth_26-30                                     -2.819142e-02   
PhysHlth_0                                          5.422961e-02   
PhysHlth_1-5                                        2.343848e-02   
PhysHlth_6-10                                      -9.752060e-03   
PhysHlth_11-15                                     -3.964439e-02   
PhysHlth_16-20                                     -7.813550e-03   
PhysHlth_21-25                                      2.287732e-03   
PhysHlth_26-30                                     -2.274582e-02   
Education_Never attended school or only kinderg...  0.000000e+00   
Education_Elementary                               -4.572472e-03   
Education_Some high school                         -8.409968e-03   
Education_High school graduate                     -4.009542e-02   
Education_Some college or technical school         -4.404687e-01   
Education_College graduate                          4.935466e-01   
Income_Less than $10,000                           -4.723830e-02   
Income_$10,000-$14,999                             -3.151491e-02   
Income_$15,000-$19,999                             -6.258686e-02   
Income_$20,000-$24,999                             -4.999087e-02   
Income_$25,000-$34,999                             -7.590757e-02   
Income_$35,000-$49,999                              3.403699e-02   
Income_$50,000-$74,999                              1.029807e-01   
Income_$75,000 or more                              1.302208e-01   
Sex_Female                                          3.746553e-18   
Sex_Male                                            0.000000e+00   
Age_18-29                                           3.746553e-18   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC3  \
HighBP                                             -1.761807e-02   
HighChol                                           -6.231876e-03   
CholCheck                                          -9.061222e-03   
Smoker                                              5.169920e-02   
Stroke                                              1.017249e-02   
HeartDiseaseorAttack                                1.410152e-03   
PhysActivity                                       -4.137653e-02   
Fruits                                             -1.871503e-01   
Veggies                                            -2.068247e-02   
HvyAlcoholConsump                                   1.065377e-02   
AnyHealthcare                                      -3.963744e-03   
NoDocbcCost                                         4.815350e-02   
DiffWalk                                           -3.149189e-03   
BMI_Underweight                                     3.469447e-18   
BMI_Healthy weight                                 -4.336809e-19   
BMI_Overweight                                      0.000000e+00   
BMI_Class 1 Obesity                                 9.838619e-19   
BMI_Class 2 Obesity                                -1.355253e-20   
BMI_Class 3 Obesity                                 1.694066e-21   
GenHlth_Excellent                                  -4.822164e-02   
GenHlth_Very good                                   4.958031e-01   
GenHlth_Good                                       -4.511385e-01   
GenHlth_Fair                                        2.330008e-03   
GenHlth_Poor                                        1.227089e-03   
MentHlth_0                                         -1.108109e-01   
MentHlth_1-5                                        7.469339e-02   
MentHlth_6-10                                       4.019230e-02   
MentHlth_11-15                                     -2.380736e-02   
MentHlth_16-20                                     -5.597235e-03   
MentHlth_21-25                                      1.294715e-03   
MentHlth_26-30                                      2.403510e-02   
PhysHlth_0                                          6.814435e-02   
PhysHlth_1-5                                       -7.634516e-02   
PhysHlth_6-10                                       3.583676e-03   
PhysHlth_11-15                                     -3.117382e-03   
PhysHlth_16-20                                      3.645377e-03   
PhysHlth_21-25                                      4.366402e-04   
PhysHlth_26-30                                      3.652504e-03   
Education_Never attended school or only kinderg...  2.027698e-34   
Education_Elementary                               -7.608378e-03   
Education_Some high school                         -1.436410e-02   
Education_High school graduate                     -1.946715e-01   
Education_Some college or technical school          5.554711e-01   
Education_College graduate                         -3.388271e-01   
Income_Less than $10,000                           -9.591816e-04   
Income_$10,000-$14,999                              2.417522e-02   
Income_$15,000-$19,999                             -5.885279e-03   
Income_$20,000-$24,999                              5.256620e-02   
Income_$25,000-$34,999                              2.793668e-02   
Income_$35,000-$49,999                             -8.218007e-02   
Income_$50,000-$74,999                              2.186330e-02   
Income_$75,000 or more                             -3.751686e-02   
Sex_Female                                          9.588334e-19   
Sex_Male                                            0.000000e+00   
Age_18-29                                           9.588334e-19   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC4  \
HighBP                                              5.655372e-03   
HighChol                                            3.175726e-02   
CholCheck                                          -3.166164e-02   
Smoker                                              1.696602e-01   
Stroke                                              1.575742e-02   
HeartDiseaseorAttack                                1.482161e-03   
PhysActivity                                       -3.098176e-01   
Fruits                                             -3.488625e-01   
Veggies                                            -3.209501e-01   
HvyAlcoholConsump                                   1.885697e-02   
AnyHealthcare                                      -7.458678e-02   
NoDocbcCost                                         6.301104e-02   
DiffWalk                                            3.851076e-02   
BMI_Underweight                                     1.110223e-16   
BMI_Healthy weight                                 -5.551115e-17   
BMI_Overweight                                      1.387779e-17   
BMI_Class 1 Obesity                                -6.421470e-18   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                 4.336809e-19   
GenHlth_Excellent                                  -1.615837e-02   
GenHlth_Very good                                   6.161528e-02   
GenHlth_Good                                       -2.216390e-01   
GenHlth_Fair                                        1.610181e-01   
GenHlth_Poor                                        1.516401e-02   
MentHlth_0                                         -1.523583e-02   
MentHlth_1-5                                       -9.712572e-02   
MentHlth_6-10                                       4.963142e-02   
MentHlth_11-15                                      3.726341e-02   
MentHlth_16-20                                     -2.184345e-03   
MentHlth_21-25                                     -4.987989e-03   
MentHlth_26-30                                      3.263905e-02   
PhysHlth_0                                         -5.238844e-03   
PhysHlth_1-5                                       -3.410048e-02   
PhysHlth_6-10                                      -1.014306e-02   
PhysHlth_11-15                                     -2.039998e-03   
PhysHlth_16-20                                      7.958472e-03   
PhysHlth_21-25                                     -4.917365e-04   
PhysHlth_26-30                                      4.405565e-02   
Education_Never attended school or only kinderg...  7.006714e-31   
Education_Elementary                                4.244902e-03   
Education_Some high school                          2.956141e-02   
Education_High school graduate                      5.356078e-01   
Education_Some college or technical school         -3.615217e-01   
Education_College graduate                         -2.078924e-01   
Income_Less than $10,000                            6.950289e-02   
Income_$10,000-$14,999                              2.137229e-02   
Income_$15,000-$19,999                              1.748214e-01   
Income_$20,000-$24,999                              7.795156e-02   
Income_$25,000-$34,999                             -5.719459e-02   
Income_$35,000-$49,999                             -3.705676e-02   
Income_$50,000-$74,999                             -1.137093e-01   
Income_$75,000 or more                             -1.356875e-01   
Sex_Female                                         -5.882744e-18   
Sex_Male                                            0.000000e+00   
Age_18-29                                          -5.882744e-18   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC5  \
HighBP                                              3.321055e-02   
HighChol                                           -5.126559e-02   
CholCheck                                           1.513274e-03   
Smoker                                              2.638703e-01   
Stroke                                             -1.012160e-02   
HeartDiseaseorAttack                               -2.218298e-03   
PhysActivity                                        1.793976e-01   
Fruits                                              6.384698e-01   
Veggies                                             3.927072e-01   
HvyAlcoholConsump                                   3.098815e-03   
AnyHealthcare                                      -7.979727e-02   
NoDocbcCost                                         8.136584e-02   
DiffWalk                                            2.168289e-02   
BMI_Underweight                                    -5.551115e-17   
BMI_Healthy weight                                  2.775558e-17   
BMI_Overweight                                     -0.000000e+00   
BMI_Class 1 Obesity                                -5.291386e-19   
BMI_Class 2 Obesity                                -0.000000e+00   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                   8.313775e-02   
GenHlth_Very good                                  -4.645058e-04   
GenHlth_Good                                       -2.148918e-01   
GenHlth_Fair                                        1.182966e-01   
GenHlth_Poor                                        1.392198e-02   
MentHlth_0                                         -1.477103e-01   
MentHlth_1-5                                        4.798750e-02   
MentHlth_6-10                                       1.447539e-02   
MentHlth_11-15                                      1.408729e-02   
MentHlth_16-20                                      1.219075e-02   
MentHlth_21-25                                      3.991952e-03   
MentHlth_26-30                                      5.497743e-02   
PhysHlth_0                                          1.238298e-02   
PhysHlth_1-5                                       -8.672450e-02   
PhysHlth_6-10                                       1.754282e-02   
PhysHlth_11-15                                      1.396234e-02   
PhysHlth_16-20                                      6.730589e-03   
PhysHlth_21-25                                      2.296071e-03   
PhysHlth_26-30                                      3.380970e-02   
Education_Never attended school or only kinderg... -1.697563e-30   
Education_Elementary                                2.447711e-03   
Education_Some high school                          7.126640e-04   
Education_High school graduate                      3.437548e-01   
Education_Some college or technical school         -7.042416e-02   
Education_College graduate                         -2.764910e-01   
Income_Less than $10,000                            2.511660e-02   
Income_$10,000-$14,999                              3.314443e-02   
Income_$15,000-$19,999                             -1.839267e-03   
Income_$20,000-$24,999                             -7.298643e-04   
Income_$25,000-$34,999                              4.740441e-02   
Income_$35,000-$49,999                             -1.922029e-02   
Income_$50,000-$74,999                              1.807895e-02   
Income_$75,000 or more                             -1.019550e-01   
Sex_Female                                          1.002211e-18   
Sex_Male                                           -0.000000e+00   
Age_18-29                                           1.002211e-18   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC6  \
HighBP                                             -2.328019e-02   
HighChol                                           -5.097099e-02   
CholCheck                                          -9.209994e-03   
Smoker                                             -8.845059e-02   
Stroke                                             -1.245412e-02   
HeartDiseaseorAttack                               -6.102522e-03   
PhysActivity                                        1.154974e-01   
Fruits                                             -2.196882e-01   
Veggies                                             6.705839e-02   
HvyAlcoholConsump                                   4.546863e-02   
AnyHealthcare                                      -1.775916e-02   
NoDocbcCost                                        -8.321253e-02   
DiffWalk                                           -5.495101e-02   
BMI_Underweight                                     5.551115e-17   
BMI_Healthy weight                                  5.551115e-17   
BMI_Overweight                                      1.387779e-17   
BMI_Class 1 Obesity                                 1.602999e-17   
BMI_Class 2 Obesity                                -0.000000e+00   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                  -5.822867e-02   
GenHlth_Very good                                  -6.278070e-03   
GenHlth_Good                                        1.997402e-01   
GenHlth_Fair                                       -1.221593e-01   
GenHlth_Poor                                       -1.307422e-02   
MentHlth_0                                         -4.734064e-01   
MentHlth_1-5                                        4.826121e-01   
MentHlth_6-10                                      -6.745006e-03   
MentHlth_11-15                                      2.120624e-02   
MentHlth_16-20                                      1.169486e-05   
MentHlth_21-25                                     -2.742091e-03   
MentHlth_26-30                                     -2.093657e-02   
PhysHlth_0                                          4.754110e-01   
PhysHlth_1-5                                       -3.458255e-01   
PhysHlth_6-10                                      -5.086935e-02   
PhysHlth_11-15                                     -2.672311e-02   
PhysHlth_16-20                                     -1.705765e-02   
PhysHlth_21-25                                     -7.613523e-04   
PhysHlth_26-30                                     -3.417406e-02   
Education_Never attended school or only kinderg... -6.964163e-29   
Education_Elementary                               -6.268914e-03   
Education_Some high school                         -8.360613e-03   
Education_High school graduate                      1.249593e-01   
Education_Some college or technical school         -1.133763e-01   
Education_College graduate                          3.046456e-03   
Income_Less than $10,000                           -1.259479e-02   
Income_$10,000-$14,999                             -2.797263e-02   
Income_$15,000-$19,999                             -2.261735e-02   
Income_$20,000-$24,999                              5.983598e-03   
Income_$25,000-$34,999                              2.556527e-02   
Income_$35,000-$49,999                             -6.931093e-03   
Income_$50,000-$74,999                              9.690653e-02   
Income_$75,000 or more                             -5.833954e-02   
Sex_Female                                          6.006700e-18   
Sex_Male                                           -0.000000e+00   
Age_18-29                                           6.006700e-18   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC7  \
HighBP                                              4.987092e-03   
HighChol                                            1.747066e-01   
CholCheck                                          -4.632174e-02   
Smoker                                              5.891109e-01   
Stroke                                              6.353239e-03   
HeartDiseaseorAttack                                1.138691e-02   
PhysActivity                                       -5.346735e-02   
Fruits                                             -1.567133e-01   
Veggies                                             1.031907e-01   
HvyAlcoholConsump                                   1.172381e-01   
AnyHealthcare                                      -1.012296e-01   
NoDocbcCost                                         3.194804e-01   
DiffWalk                                            5.239919e-02   
BMI_Underweight                                     9.714451e-17   
BMI_Healthy weight                                 -3.469447e-17   
BMI_Overweight                                      1.110223e-16   
BMI_Class 1 Obesity                                 6.538974e-17   
BMI_Class 2 Obesity                                -1.110223e-16   
BMI_Class 3 Obesity                                 1.110223e-16   
GenHlth_Excellent                                   8.663450e-02   
GenHlth_Very good                                  -1.662202e-01   
GenHlth_Good                                       -9.323095e-02   
GenHlth_Fair                                        1.592938e-01   
GenHlth_Poor                                        1.352282e-02   
MentHlth_0                                         -1.631096e-01   
MentHlth_1-5                                       -1.339013e-01   
MentHlth_6-10                                       1.214340e-01   
MentHlth_11-15                                      4.737964e-02   
MentHlth_16-20                                      5.527100e-02   
MentHlth_21-25                                      1.445471e-03   
MentHlth_26-30                                      7.148081e-02   
PhysHlth_0                                          9.055026e-02   
PhysHlth_1-5                                       -2.566114e-01   
PhysHlth_6-10                                       5.739684e-02   
PhysHlth_11-15                                      2.377751e-02   
PhysHlth_16-20                                      7.496522e-03   
PhysHlth_21-25                                      5.237098e-03   
PhysHlth_26-30                                      7.215318e-02   
Education_Never attended school or only kinderg... -3.188260e-26   
Education_Elementary                                2.062553e-03   
Education_Some high school                          8.518230e-03   
Education_High school graduate                     -3.199423e-01   
Education_Some college or technical school         -1.977104e-02   
Education_College graduate                          3.291326e-01   
Income_Less than $10,000                           -3.646418e-02   
Income_$10,000-$14,999                              2.959774e-02   
Income_$15,000-$19,999                              1.020100e-02   
Income_$20,000-$24,999                             -8.037656e-02   
Income_$25,000-$34,999                             -2.388914e-02   
Income_$35,000-$49,999                              3.315528e-02   
Income_$50,000-$74,999                             -2.545668e-02   
Income_$75,000 or more                              9.323253e-02   
Sex_Female                                         -1.811281e-18   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -1.811281e-18   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC8  \
HighBP                                             -8.559074e-02   
HighChol                                           -4.995986e-02   
CholCheck                                           7.253550e-03   
Smoker                                              5.791010e-01   
Stroke                                             -1.773889e-02   
HeartDiseaseorAttack                               -8.729753e-03   
PhysActivity                                       -1.190833e-02   
Fruits                                              5.805019e-02   
Veggies                                            -7.781824e-02   
HvyAlcoholConsump                                  -1.497505e-02   
AnyHealthcare                                       3.489632e-02   
NoDocbcCost                                        -1.697044e-01   
DiffWalk                                           -2.835062e-02   
BMI_Underweight                                    -0.000000e+00   
BMI_Healthy weight                                 -5.551115e-17   
BMI_Overweight                                      1.387779e-17   
BMI_Class 1 Obesity                                 1.084302e-17   
BMI_Class 2 Obesity                                -2.775558e-17   
BMI_Class 3 Obesity                                -1.387779e-17   
GenHlth_Excellent                                  -3.794094e-01   
GenHlth_Very good                                   3.472911e-01   
GenHlth_Good                                        3.272921e-01   
GenHlth_Fair                                       -2.905067e-01   
GenHlth_Poor                                       -4.667059e-03   
MentHlth_0                                          1.717909e-01   
MentHlth_1-5                                       -7.871899e-04   
MentHlth_6-10                                      -3.544040e-02   
MentHlth_11-15                                     -3.865182e-02   
MentHlth_16-20                                     -4.306736e-02   
MentHlth_21-25                                     -7.439156e-03   
MentHlth_26-30                                     -4.640496e-02   
PhysHlth_0                                          3.932880e-02   
PhysHlth_1-5                                        9.103519e-02   
PhysHlth_6-10                                      -6.493788e-02   
PhysHlth_11-15                                     -9.640555e-03   
PhysHlth_16-20                                     -7.073790e-03   
PhysHlth_21-25                                      1.716184e-03   
PhysHlth_26-30                                     -5.042795e-02   
Education_Never attended school or only kinderg... -7.391311e-26   
Education_Elementary                               -1.814308e-02   
Education_Some high school                          2.152978e-02   
Education_High school graduate                      5.919171e-02   
Education_Some college or technical school         -1.958023e-02   
Education_College graduate                         -4.299818e-02   
Income_Less than $10,000                           -5.060688e-02   
Income_$10,000-$14,999                              4.382811e-04   
Income_$15,000-$19,999                             -5.898022e-02   
Income_$20,000-$24,999                             -1.505986e-01   
Income_$25,000-$34,999                              1.726317e-02   
Income_$35,000-$49,999                              2.459966e-01   
Income_$50,000-$74,999                              6.355956e-02   
Income_$75,000 or more                             -6.707190e-02   
Sex_Female                                          4.984312e-18   
Sex_Male                                           -0.000000e+00   
Age_18-29                                           4.984312e-18   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC9  \
HighBP                                             -2.809831e-03   
HighChol                                            1.480949e-01   
CholCheck                                          -1.930432e-03   
Smoker                                             -2.238593e-01   
Stroke                                             -4.030199e-04   
HeartDiseaseorAttack                                2.703184e-03   
PhysActivity                                       -7.729188e-02   
Fruits                                              1.568976e-01   
Veggies                                            -1.576699e-01   
HvyAlcoholConsump                                  -4.143038e-02   
AnyHealthcare                                      -1.494470e-01   
NoDocbcCost                                         3.700792e-01   
DiffWalk                                            9.984889e-03   
BMI_Underweight                                     3.642919e-17   
BMI_Healthy weight                                  9.887924e-17   
BMI_Overweight                                     -8.326673e-17   
BMI_Class 1 Obesity                                 1.104211e-16   
BMI_Class 2 Obesity                                 1.387779e-17   
BMI_Class 3 Obesity                                 2.602085e-17   
GenHlth_Excellent                                   1.756990e-02   
GenHlth_Very good                                   2.587397e-02   
GenHlth_Good                                       -5.416159e-02   
GenHlth_Fair                                        1.964727e-02   
GenHlth_Poor                                       -8.929546e-03   
MentHlth_0                                         -1.944378e-02   
MentHlth_1-5                                        8.387944e-02   
MentHlth_6-10                                      -1.893709e-02   
MentHlth_11-15                                      7.911831e-04   
MentHlth_16-20                                     -1.164170e-02   
MentHlth_21-25                                      3.631364e-03   
MentHlth_26-30                                     -3.827942e-02   
PhysHlth_0                                          8.193481e-02   
PhysHlth_1-5                                        3.266461e-02   
PhysHlth_6-10                                      -6.302563e-02   
PhysHlth_11-15                                     -1.900481e-02   
PhysHlth_16-20                                      4.165590e-03   
PhysHlth_21-25                                     -6.911125e-05   
PhysHlth_26-30                                     -3.666545e-02   
Education_Never attended school or only kinderg...  1.002956e-23   
Education_Elementary                                1.070336e-02   
Education_Some high school                          2.363228e-02   
Education_High school graduate                     -9.724683e-02   
Education_Some college or technical school          1.796955e-02   
Education_College graduate                          4.494163e-02   
Income_Less than $10,000                           -1.177214e-02   
Income_$10,000-$14,999                             -1.766565e-02   
Income_$15,000-$19,999                             -3.975952e-03   
Income_$20,000-$24,999                             -5.290962e-02   
Income_$25,000-$34,999                             -4.649881e-02   
Income_$35,000-$49,999                              6.602112e-01   
Income_$50,000-$74,999                             -5.005106e-02   
Income_$75,000 or more                             -4.773379e-01   
Sex_Female                                         -4.056344e-18   
Sex_Male                                            0.000000e+00   
Age_18-29                                          -4.056344e-18   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC10  ...  PC49  \
HighBP                                              4.030792e-02  ...   0.0   
HighChol                                            9.470051e-03  ...   0.0   
CholCheck                                          -4.775254e-02  ...   0.0   
Smoker                                             -1.066824e-01  ...   0.0   
Stroke                                              1.053802e-03  ...   0.0   
HeartDiseaseorAttack                               -5.473639e-03  ...   0.0   
PhysActivity                                        4.249373e-01  ...   0.0   
Fruits                                             -2.492334e-01  ...   0.0   
Veggies                                             2.265305e-01  ...   0.0   
HvyAlcoholConsump                                   8.688675e-03  ...   0.0   
AnyHealthcare                                      -2.319232e-01  ...   0.0   
NoDocbcCost                                         3.251414e-01  ...   0.0   
DiffWalk                                           -1.365047e-02  ...   0.0   
BMI_Underweight                                    -2.775558e-17  ...   0.0   
BMI_Healthy weight                                 -5.551115e-17  ...   0.0   
BMI_Overweight                                      0.000000e+00  ...   0.0   
BMI_Class 1 Obesity                                 4.226595e-17  ...   0.0   
BMI_Class 2 Obesity                                -2.775558e-17  ...   0.0   
BMI_Class 3 Obesity                                 0.000000e+00  ...   0.0   
GenHlth_Excellent                                  -1.853326e-01  ...   0.0   
GenHlth_Very good                                   1.723459e-01  ...   0.0   
GenHlth_Good                                        9.984731e-02  ...   0.0   
GenHlth_Fair                                       -5.580049e-02  ...   0.0   
GenHlth_Poor                                       -3.106019e-02  ...   0.0   
MentHlth_0                                          9.656513e-02  ...   0.0   
MentHlth_1-5                                       -2.341247e-01  ...   0.0   
MentHlth_6-10                                       1.594728e-01  ...   0.0   
MentHlth_11-15                                     -8.281841e-03  ...   0.0   
MentHlth_16-20                                      2.021138e-03  ...   0.0   
MentHlth_21-25                                      6.543671e-03  ...   0.0   
MentHlth_26-30                                     -2.219616e-02  ...   0.0   
PhysHlth_0                                          8.992689e-04  ...   0.0   
PhysHlth_1-5                                        1.287814e-01  ...   0.0   
PhysHlth_6-10                                      -4.667082e-03  ...   0.0   
PhysHlth_11-15                                     -6.018176e-02  ...   0.0   
PhysHlth_16-20                                      1.120181e-03  ...   0.0   
PhysHlth_21-25                                      3.021782e-03  ...   0.0   
PhysHlth_26-30                                     -6.897383e-02  ...   0.0   
Education_Never attended school or only kinderg...  5.790264e-24  ...   0.0   
Education_Elementary                                1.802429e-02  ...   0.0   
Education_Some high school                          1.473886e-02  ...   0.0   
Education_High school graduate                      3.540658e-02  ...   0.0   
Education_Some college or technical school         -1.309611e-01  ...   0.0   
Education_College graduate                          6.279137e-02  ...   0.0   
Income_Less than $10,000                           -3.823214e-02  ...   0.0   
Income_$10,000-$14,999                              2.528979e-02  ...   0.0   
Income_$15,000-$19,999                              9.158910e-02  ...   0.0   
Income_$20,000-$24,999                              5.567315e-02  ...   0.0   
Income_$25,000-$34,999                              3.424297e-01  ...   0.0   
Income_$35,000-$49,999                             -2.668942e-01  ...   0.0   
Income_$50,000-$74,999                              1.078597e-01  ...   0.0   
Income_$75,000 or more                             -3.177151e-01  ...   0.0   
Sex_Female                                          9.893286e-18  ...   0.0   
Sex_Male                                            0.000000e+00  ...   0.0   
Age_18-29                                           9.893286e-18  ...   0.0   
Age_30-49                                           0.000000e+00  ...   0.0   
Age_50-64                                           0.000000e+00  ...   1.0   
Age_65+                                             0.000000e+00  ...   0.0   

                                                    PC50  PC51          PC52  \
HighBP                                               0.0   0.0 -0.000000e+00   
HighChol                                             0.0   0.0  1.118428e-28   
CholCheck                                            0.0   0.0 -8.521615e-28   
Smoker                                               0.0   0.0  4.937289e-29   
Stroke                                               0.0   0.0  1.884042e-27   
HeartDiseaseorAttack                                 0.0   0.0 -1.914646e-27   
PhysActivity                                         0.0   0.0 -2.929659e-29   
Fruits                                               0.0   0.0 -4.352282e-30   
Veggies                                              0.0   0.0 -3.354612e-29   
HvyAlcoholConsump                                    0.0   0.0 -3.168872e-29   
AnyHealthcare                                        0.0   0.0 -3.055997e-28   
NoDocbcCost                                          0.0   0.0 -1.168366e-28   
DiffWalk                                             0.0   0.0 -9.043226e-29   
BMI_Underweight                                      0.0   0.0 -2.127059e-14   
BMI_Healthy weight                                   0.0   0.0  1.606257e-13   
BMI_Overweight                                       0.0   0.0 -1.158855e-13   
BMI_Class 1 Obesity                                  0.0   0.0  2.275846e-13   
BMI_Class 2 Obesity                                  0.0   0.0 -2.299650e-13   
BMI_Class 3 Obesity                                  0.0   0.0 -5.231992e-13   
GenHlth_Excellent                                    0.0   0.0 -1.726630e-13   
GenHlth_Very good                                    0.0   0.0 -1.726630e-13   
GenHlth_Good                                         0.0   0.0 -1.726630e-13   
GenHlth_Fair                                         0.0   0.0 -1.726630e-13   
GenHlth_Poor                                         0.0   0.0 -1.726630e-13   
MentHlth_0                                           0.0   0.0  1.081014e-13   
MentHlth_1-5                                         0.0   0.0  1.081014e-13   
MentHlth_6-10                                        0.0   0.0  1.081014e-13   
MentHlth_11-15                                       0.0   0.0  1.081014e-13   
MentHlth_16-20                                       0.0   0.0  1.081014e-13   
MentHlth_21-25                                       0.0   0.0  1.081014e-13   
MentHlth_26-30                                       0.0   0.0  1.081014e-13   
PhysHlth_0                                           0.0   0.0 -1.049005e-13   
PhysHlth_1-5                                         0.0   0.0 -1.049005e-13   
PhysHlth_6-10                                        0.0   0.0 -1.049005e-13   
PhysHlth_11-15                                       0.0   0.0 -1.049005e-13   
PhysHlth_16-20                                       0.0   0.0 -1.049005e-13   
PhysHlth_21-25                                       0.0   0.0 -1.049005e-13   
PhysHlth_26-30                                       0.0   0.0 -1.049005e-13   
Education_Never attended school or only kinderg...   0.0   0.0  4.049328e-12   
Education_Elementary                                 0.0   0.0 -1.328551e-13   
Education_Some high school                           0.0   0.0 -1.328551e-13   
Education_High school graduate                       0.0   0.0 -1.328551e-13   
Education_Some college or technical school           0.0   0.0 -1.328551e-13   
Education_College graduate                           0.0   0.0 -1.328551e-13   
Income_Less than $10,000                             0.0   0.0 -5.311243e-14   
Income_$10,000-$14,999                               0.0   0.0 -5.311243e-14   
Income_$15,000-$19,999                               0.0   0.0 -5.311243e-14   
Income_$20,000-$24,999                               0.0   0.0 -5.311243e-14   
Income_$25,000-$34,999                               0.0   0.0 -5.311243e-14   
Income_$35,000-$49,999                               0.0   0.0 -5.311243e-14   
Income_$50,000-$74,999                               0.0   0.0 -5.311243e-14   
Income_$75,000 or more                               0.0   0.0 -5.311243e-14   
Sex_Female                                           0.0   0.0  7.071068e-01   
Sex_Male                                             0.0   1.0 -0.000000e+00   
Age_18-29                                            0.0   0.0 -7.071068e-01   
Age_30-49                                            1.0   0.0 -0.000000e+00   
Age_50-64                                            0.0   0.0 -0.000000e+00   
Age_65+                                              0.0   0.0 -0.000000e+00   

                                                            PC53  \
HighBP                                             -0.000000e+00   
HighChol                                           -1.505785e-16   
CholCheck                                           2.903080e-16   
Smoker                                             -6.070060e-17   
Stroke                                              1.407152e-15   
HeartDiseaseorAttack                               -6.453061e-16   
PhysActivity                                        6.064541e-17   
Fruits                                             -3.136287e-17   
Veggies                                             7.989024e-18   
HvyAlcoholConsump                                   1.661777e-16   
AnyHealthcare                                       1.250673e-16   
NoDocbcCost                                         8.774007e-17   
DiffWalk                                           -6.375216e-16   
BMI_Underweight                                     2.025008e-01   
BMI_Healthy weight                                 -4.309637e-01   
BMI_Overweight                                      6.312389e-02   
BMI_Class 1 Obesity                                -2.532482e-01   
BMI_Class 2 Obesity                                -8.502552e-02   
BMI_Class 3 Obesity                                 1.803308e-01   
GenHlth_Excellent                                   5.227885e-02   
GenHlth_Very good                                   5.227885e-02   
GenHlth_Good                                        5.227885e-02   
GenHlth_Fair                                        5.227885e-02   
GenHlth_Poor                                        5.227885e-02   
MentHlth_0                                         -5.839084e-02   
MentHlth_1-5                                       -5.839084e-02   
MentHlth_6-10                                      -5.839084e-02   
MentHlth_11-15                                     -5.839084e-02   
MentHlth_16-20                                     -5.839084e-02   
MentHlth_21-25                                     -5.839084e-02   
MentHlth_26-30                                     -5.839084e-02   
PhysHlth_0                                         -2.850462e-02   
PhysHlth_1-5                                       -2.850462e-02   
PhysHlth_6-10                                      -2.850462e-02   
PhysHlth_11-15                                     -2.850462e-02   
PhysHlth_16-20                                     -2.850462e-02   
PhysHlth_21-25                                     -2.850462e-02   
PhysHlth_26-30                                     -2.850462e-02   
Education_Never attended school or only kinderg...  3.366143e-03   
Education_Elementary                                4.259511e-02   
Education_Some high school                          4.259511e-02   
Education_High school graduate                      4.259511e-02   
Education_Some college or technical school          4.259511e-02   
Education_College graduate                          4.259511e-02   
Income_Less than $10,000                           -8.854688e-02   
Income_$10,000-$14,999                             -8.854688e-02   
Income_$15,000-$19,999                             -8.854688e-02   
Income_$20,000-$24,999                             -8.854688e-02   
Income_$25,000-$34,999                             -8.854688e-02   
Income_$35,000-$49,999                             -8.854688e-02   
Income_$50,000-$74,999                             -8.854688e-02   
Income_$75,000 or more                             -8.854688e-02   
Sex_Female                                          5.245803e-01   
Sex_Male                                           -0.000000e+00   
Age_18-29                                           5.245803e-01   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC54  \
HighBP                                             -0.000000e+00   
HighChol                                           -8.532784e-17   
CholCheck                                           7.365515e-16   
Smoker                                             -9.668612e-17   
Stroke                                             -7.329320e-16   
HeartDiseaseorAttack                                7.062813e-16   
PhysActivity                                        1.225789e-16   
Fruits                                             -1.813939e-17   
Veggies                                             1.385275e-17   
HvyAlcoholConsump                                  -8.789050e-17   
AnyHealthcare                                       1.748542e-16   
NoDocbcCost                                         3.057341e-17   
DiffWalk                                           -1.967174e-16   
BMI_Underweight                                     1.763690e-01   
BMI_Healthy weight                                 -2.518828e-01   
BMI_Overweight                                      2.810112e-01   
BMI_Class 1 Obesity                                -1.825160e-01   
BMI_Class 2 Obesity                                -2.971276e-03   
BMI_Class 3 Obesity                                 4.599752e-01   
GenHlth_Excellent                                   1.323550e-01   
GenHlth_Very good                                   1.323550e-01   
GenHlth_Good                                        1.323550e-01   
GenHlth_Fair                                        1.323550e-01   
GenHlth_Poor                                        1.323550e-01   
MentHlth_0                                         -9.089205e-02   
MentHlth_1-5                                       -9.089205e-02   
MentHlth_6-10                                      -9.089205e-02   
MentHlth_11-15                                     -9.089205e-02   
MentHlth_16-20                                     -9.089205e-02   
MentHlth_21-25                                     -9.089205e-02   
MentHlth_26-30                                     -9.089205e-02   
PhysHlth_0                                          5.883073e-02   
PhysHlth_1-5                                        5.883073e-02   
PhysHlth_6-10                                       5.883073e-02   
PhysHlth_11-15                                      5.883073e-02   
PhysHlth_16-20                                      5.883073e-02   
PhysHlth_21-25                                      5.883073e-02   
PhysHlth_26-30                                      5.883073e-02   
Education_Never attended school or only kinderg...  1.791529e-01   
Education_Elementary                                1.015289e-01   
Education_Some high school                          1.015289e-01   
Education_High school graduate                      1.015289e-01   
Education_Some college or technical school          1.015289e-01   
Education_College graduate                          1.015289e-01   
Income_Less than $10,000                            1.601950e-01   
Income_$10,000-$14,999                              1.601950e-01   
Income_$15,000-$19,999                              1.601950e-01   
Income_$20,000-$24,999                              1.601950e-01   
Income_$25,000-$34,999                              1.601950e-01   
Income_$35,000-$49,999                              1.601950e-01   
Income_$50,000-$74,999                              1.601950e-01   
Income_$75,000 or more                              1.601950e-01   
Sex_Female                                         -2.479936e-01   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -2.479936e-01   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC55  \
HighBP                                              0.000000e+00   
HighChol                                           -1.505785e-17   
CholCheck                                          -4.719415e-16   
Smoker                                              3.856870e-17   
Stroke                                              2.440967e-15   
HeartDiseaseorAttack                               -1.580221e-15   
PhysActivity                                        1.429620e-16   
Fruits                                             -1.135954e-17   
Veggies                                            -1.538835e-16   
HvyAlcoholConsump                                  -5.000139e-17   
AnyHealthcare                                      -2.531687e-16   
NoDocbcCost                                        -3.107781e-19   
DiffWalk                                           -5.664110e-16   
BMI_Underweight                                     4.075442e-01   
BMI_Healthy weight                                 -2.314094e-01   
BMI_Overweight                                      6.006974e-02   
BMI_Class 1 Obesity                                -2.300291e-01   
BMI_Class 2 Obesity                                 9.590877e-03   
BMI_Class 3 Obesity                                -2.232382e-01   
GenHlth_Excellent                                  -1.227890e-01   
GenHlth_Very good                                  -1.227890e-01   
GenHlth_Good                                       -1.227890e-01   
GenHlth_Fair                                       -1.227890e-01   
GenHlth_Poor                                       -1.227890e-01   
MentHlth_0                                         -5.354015e-02   
MentHlth_1-5                                       -5.354015e-02   
MentHlth_6-10                                      -5.354015e-02   
MentHlth_11-15                                     -5.354015e-02   
MentHlth_16-20                                     -5.354015e-02   
MentHlth_21-25                                     -5.354015e-02   
MentHlth_26-30                                     -5.354015e-02   
PhysHlth_0                                         -1.795847e-01   
PhysHlth_1-5                                       -1.795847e-01   
PhysHlth_6-10                                      -1.795847e-01   
PhysHlth_11-15                                     -1.795847e-01   
PhysHlth_16-20                                     -1.795847e-01   
PhysHlth_21-25                                     -1.795847e-01   
PhysHlth_26-30                                     -1.795847e-01   
Education_Never attended school or only kinderg...  1.142560e-02   
Education_Elementary                               -2.370857e-01   
Education_Some high school                         -2.370857e-01   
Education_High school graduate                     -2.370857e-01   
Education_Some college or technical school         -2.370857e-01   
Education_College graduate                         -2.370857e-01   
Income_Less than $10,000                            7.267925e-02   
Income_$10,000-$14,999                              7.267925e-02   
Income_$15,000-$19,999                              7.267925e-02   
Income_$20,000-$24,999                              7.267925e-02   
Income_$25,000-$34,999                              7.267925e-02   
Income_$35,000-$49,999                              7.267925e-02   
Income_$50,000-$74,999                              7.267925e-02   
Income_$75,000 or more                              7.267925e-02   
Sex_Female                                         -1.209656e-01   
Sex_Male                                            0.000000e+00   
Age_18-29                                          -1.209656e-01   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC56  \
HighBP                                              0.000000e+00   
HighChol                                            4.015428e-17   
CholCheck                                           2.159310e-17   
Smoker                                              9.028995e-17   
Stroke                                             -1.417177e-15   
HeartDiseaseorAttack                                8.689315e-16   
PhysActivity                                        7.857699e-17   
Fruits                                              2.039376e-17   
Veggies                                            -1.206827e-16   
HvyAlcoholConsump                                   7.694849e-17   
AnyHealthcare                                       2.439737e-16   
NoDocbcCost                                        -4.433486e-17   
DiffWalk                                            5.794073e-16   
BMI_Underweight                                     5.056609e-01   
BMI_Healthy weight                                  2.944180e-01   
BMI_Overweight                                      2.194433e-01   
BMI_Class 1 Obesity                                 8.126591e-02   
BMI_Class 2 Obesity                                 5.692936e-01   
BMI_Class 3 Obesity                                -5.938308e-02   
GenHlth_Excellent                                   2.460047e-03   
GenHlth_Very good                                   2.460047e-03   
GenHlth_Good                                        2.460047e-03   
GenHlth_Fair                                        2.460047e-03   
GenHlth_Poor                                        2.460047e-03   
MentHlth_0                                         -4.775204e-02   
MentHlth_1-5                                       -4.775204e-02   
MentHlth_6-10                                      -4.775204e-02   
MentHlth_11-15                                     -4.775204e-02   
MentHlth_16-20                                     -4.775204e-02   
MentHlth_21-25                                     -4.775204e-02   
MentHlth_26-30                                     -4.775204e-02   
PhysHlth_0                                          1.689362e-01   
PhysHlth_1-5                                        1.689362e-01   
PhysHlth_6-10                                       1.689362e-01   
PhysHlth_11-15                                      1.689362e-01   
PhysHlth_16-20                                      1.689362e-01   
PhysHlth_21-25                                      1.689362e-01   
PhysHlth_26-30                                      1.689362e-01   
Education_Never attended school or only kinderg...  1.639414e-02   
Education_Elementary                               -7.656602e-02   
Education_Some high school                         -7.656602e-02   
Education_High school graduate                     -7.656602e-02   
Education_Some college or technical school         -7.656602e-02   
Education_College graduate                         -7.656602e-02   
Income_Less than $10,000                           -4.406054e-02   
Income_$10,000-$14,999                             -4.406054e-02   
Income_$15,000-$19,999                             -4.406054e-02   
Income_$20,000-$24,999                             -4.406054e-02   
Income_$25,000-$34,999                             -4.406054e-02   
Income_$35,000-$49,999                             -4.406054e-02   
Income_$50,000-$74,999                             -4.406054e-02   
Income_$75,000 or more                             -4.406054e-02   
Sex_Female                                          8.474912e-02   
Sex_Male                                            0.000000e+00   
Age_18-29                                           8.474912e-02   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC57          PC58  
HighBP                                             -0.000000e+00  1.317597e-16  
HighChol                                            7.340704e-17 -1.495281e-16  
CholCheck                                           2.654633e-16  4.912221e-16  
Smoker                                             -1.685592e-16  7.003665e-17  
Stroke                                              2.711568e-15 -1.938413e-15  
HeartDiseaseorAttack                               -3.320199e-15 -3.862701e-15  
PhysActivity                                        2.114522e-16  5.482308e-17  
Fruits                                              2.039489e-16 -1.930816e-16  
Veggies                                            -3.035098e-16  1.332056e-16  
HvyAlcoholConsump                                   1.275715e-16 -8.574024e-17  
AnyHealthcare                                       6.525483e-17 -9.036029e-17  
NoDocbcCost                                         1.358212e-17  8.000683e-17  
DiffWalk                                            9.409111e-18  3.870045e-16  
BMI_Underweight                                     5.496264e-01  9.135535e-02  
BMI_Healthy weight                                  1.367386e-01 -8.587914e-02  
BMI_Overweight                                      2.498161e-01 -6.652080e-03  
BMI_Class 1 Obesity                                 1.936835e-01 -4.367739e-02  
BMI_Class 2 Obesity                                -2.730292e-01  2.239727e-02  
BMI_Class 3 Obesity                                -1.077779e-01  2.399564e-02  
GenHlth_Excellent                                  -5.720045e-02  3.059359e-01  
GenHlth_Very good                                  -5.720045e-02  3.059359e-01  
GenHlth_Good                                       -5.720045e-02  3.059359e-01  
GenHlth_Fair                                       -5.720045e-02  3.059359e-01  
GenHlth_Poor                                       -5.720045e-02  3.059359e-01  
MentHlth_0                                          1.562862e-01  2.268506e-01  
MentHlth_1-5                                        1.562862e-01  2.268506e-01  
MentHlth_6-10                                       1.562862e-01  2.268506e-01  
MentHlth_11-15                                      1.562862e-01  2.268506e-01  
MentHlth_16-20                                      1.562862e-01  2.268506e-01  
MentHlth_21-25                                      1.562862e-01  2.268506e-01  
MentHlth_26-30                                      1.562862e-01  2.268506e-01  
PhysHlth_0                                         -7.995685e-02 -1.919768e-02  
PhysHlth_1-5                                       -7.995685e-02 -1.919768e-02  
PhysHlth_6-10                                      -7.995685e-02 -1.919768e-02  
PhysHlth_11-15                                     -7.995685e-02 -1.919768e-02  
PhysHlth_16-20                                     -7.995685e-02 -1.919768e-02  
PhysHlth_21-25                                     -7.995685e-02 -1.919768e-02  
PhysHlth_26-30                                     -7.995685e-02 -1.919768e-02  
Education_Never attended school or only kinderg... -5.732106e-02 -5.939492e-06  
Education_Elementary                                2.263593e-01 -1.652634e-01  
Education_Some high school                          2.263593e-01 -1.652634e-01  
Education_High school graduate                      2.263593e-01 -1.652634e-01  
Education_Some college or technical school          2.263593e-01 -1.652634e-01  
Education_College graduate                          2.263593e-01 -1.652634e-01  
Income_Less than $10,000                            1.395352e-02 -3.454690e-02  
Income_$10,000-$14,999                              1.395352e-02 -3.454690e-02  
Income_$15,000-$19,999                              1.395352e-02 -3.454690e-02  
Income_$20,000-$24,999                              1.395352e-02 -3.454690e-02  
Income_$25,000-$34,999                              1.395352e-02 -3.454690e-02  
Income_$35,000-$49,999                              1.395352e-02 -3.454690e-02  
Income_$50,000-$74,999                              1.395352e-02 -3.454690e-02  
Income_$75,000 or more                              1.395352e-02 -3.454690e-02  
Sex_Female                                          1.789409e-03 -4.663537e-02  
Sex_Male                                           -0.000000e+00 -0.000000e+00  
Age_18-29                                           1.789409e-03 -4.663537e-02  
Age_30-49                                          -0.000000e+00 -0.000000e+00  
Age_50-64                                          -0.000000e+00 -0.000000e+00  
Age_65+                                            -0.000000e+00 -0.000000e+00  

[58 rows x 58 columns]

PCA Results for Subset_8:
        PC1       PC2       PC3       PC4       PC5       PC6       PC7  \
0 -0.053775 -0.131377  1.105076 -0.128475  0.724952 -0.021929  0.945019   
1  0.110007 -0.017814  1.027379 -0.267093  0.543308  0.127889  0.111508   
2  0.652761  1.181558 -0.033479  0.169566 -0.644476 -0.362456 -0.060008   
3 -0.003950 -0.646414 -0.473327  0.815367  0.220358  0.847414  0.242656   
4 -0.104364 -0.743649 -0.003377 -0.806757  0.277499  0.934881 -0.215838   

        PC8       PC9      PC10  ...  PC49  PC50  PC51          PC52  \
0  0.284852  0.284399  0.374392  ...   0.0   0.0   0.0 -5.264701e-17   
1 -0.313552  0.348645  0.274166  ...   0.0   0.0   0.0 -5.264701e-17   
2  0.131445 -0.208161 -0.717165  ...   0.0   0.0   0.0 -5.264701e-17   
3  0.343737 -0.599510  0.293264  ...   0.0   0.0   0.0 -5.264701e-17   
4  0.150732  0.840189 -0.379894  ...   0.0   0.0   0.0 -5.264701e-17   

           PC53          PC54          PC55          PC56          PC57  \
0  0.000000e+00  0.000000e+00 -3.330669e-16  3.330669e-16  2.775558e-16   
1  1.110223e-16 -3.330669e-16  3.330669e-16 -2.220446e-16  1.110223e-16   
2  0.000000e+00  0.000000e+00  0.000000e+00  0.000000e+00  1.665335e-16   
3 -2.220446e-16 -6.661338e-16  2.220446e-16  2.775558e-16 -7.216450e-16   
4  0.000000e+00  0.000000e+00  3.330669e-16 -2.220446e-16  5.551115e-17   

           PC58  
0  1.665335e-16  
1 -5.551115e-16  
2 -1.110223e-16  
3 -1.665335e-16  
4  2.220446e-16  

[5 rows x 58 columns]
No description has been provided for this image
For Subset_8, retain 24 components to explain 90% of the variance.


Explained Variance for Subset_9:
[1.01097360e-01 7.70791694e-02 7.04625768e-02 6.65690011e-02
 6.13661158e-02 5.56753377e-02 4.70830585e-02 4.44046892e-02
 4.25702056e-02 3.93458440e-02 3.70709148e-02 3.31369687e-02
 2.96081007e-02 2.86998177e-02 2.58977369e-02 2.43573976e-02
 2.33156216e-02 1.99408694e-02 1.88373595e-02 1.78808127e-02
 1.62142927e-02 1.47237500e-02 1.42934507e-02 1.08977663e-02
 1.04559659e-02 9.91609315e-03 9.06688416e-03 8.71718600e-03
 8.42335443e-03 7.57488848e-03 6.72110071e-03 4.69389475e-03
 3.74836488e-03 3.37267353e-03 2.42691185e-03 1.68545171e-03
 1.21239448e-03 1.01949459e-03 4.37123482e-04 1.99379388e-32
 5.56490930e-33 3.45376835e-33 2.83269978e-33 1.51361668e-33
 5.75526211e-34 5.24833519e-34 5.24833519e-34 5.24833519e-34
 5.24833519e-34 5.24833519e-34 5.24833519e-34 5.24833519e-34
 5.24833519e-34 5.24833519e-34 5.24833519e-34 5.24833519e-34
 5.24833519e-34 1.15689234e-34]

Cumulative Variance for Subset_9:
[0.10109736 0.17817653 0.24863911 0.31520811 0.37657422 0.43224956
 0.47933262 0.52373731 0.56630751 0.60565336 0.64272427 0.67586124
 0.70546934 0.73416916 0.7600669  0.78442429 0.80773992 0.82768079
 0.84651815 0.86439896 0.88061325 0.895337   0.90963045 0.92052822
 0.93098418 0.94090028 0.94996716 0.95868435 0.9671077  0.97468259
 0.98140369 0.98609759 0.98984595 0.99321862 0.99564554 0.99733099
 0.99854338 0.99956288 1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.        ]

Loadings for Subset_9:
                                                             PC1  \
HighBP                                             -1.091888e-01   
HighChol                                           -6.557251e-02   
CholCheck                                           2.653003e-03   
Smoker                                              1.648503e-02   
Stroke                                              1.587157e-04   
HeartDiseaseorAttack                                3.802624e-03   
PhysActivity                                        3.837183e-02   
Fruits                                              1.452105e-01   
Veggies                                            -1.122437e-02   
HvyAlcoholConsump                                   1.049921e-02   
AnyHealthcare                                      -9.732128e-03   
NoDocbcCost                                        -1.189099e-01   
DiffWalk                                           -5.449837e-02   
BMI_Underweight                                     0.000000e+00   
BMI_Healthy weight                                 -2.117582e-22   
BMI_Overweight                                     -5.293956e-23   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                 3.308722e-24   
BMI_Class 3 Obesity                                -2.067952e-25   
GenHlth_Excellent                                   9.722168e-02   
GenHlth_Very good                                   2.222744e-01   
GenHlth_Good                                       -2.255673e-01   
GenHlth_Fair                                       -8.415745e-02   
GenHlth_Poor                                       -9.771367e-03   
MentHlth_0                                          4.814849e-01   
MentHlth_1-5                                       -3.193661e-01   
MentHlth_6-10                                      -3.378419e-02   
MentHlth_11-15                                     -5.316766e-02   
MentHlth_16-20                                     -3.539048e-02   
MentHlth_21-25                                     -6.313420e-03   
MentHlth_26-30                                     -3.346308e-02   
PhysHlth_0                                          4.937226e-01   
PhysHlth_1-5                                       -4.119252e-01   
PhysHlth_6-10                                      -3.563473e-02   
PhysHlth_11-15                                     -2.187837e-02   
PhysHlth_16-20                                     -1.601236e-03   
PhysHlth_21-25                                     -7.006492e-46   
PhysHlth_26-30                                     -2.268304e-02   
Education_Never attended school or only kinderg...  1.521723e-44   
Education_Elementary                                1.939602e-03   
Education_Some high school                         -2.224131e-02   
Education_High school graduate                      7.046880e-02   
Education_Some college or technical school         -1.765654e-01   
Education_College graduate                          1.263983e-01   
Income_Less than $10,000                           -4.087797e-02   
Income_$10,000-$14,999                             -3.224035e-02   
Income_$15,000-$19,999                             -1.933662e-02   
Income_$20,000-$24,999                             -1.669856e-02   
Income_$25,000-$34,999                              6.548532e-02   
Income_$35,000-$49,999                              1.280754e-03   
Income_$50,000-$74,999                             -4.768599e-02   
Income_$75,000 or more                              9.007343e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC2  \
HighBP                                             -4.431862e-02   
HighChol                                            4.268978e-03   
CholCheck                                          -3.476066e-02   
Smoker                                              1.923358e-01   
Stroke                                             -4.119248e-03   
HeartDiseaseorAttack                               -8.640686e-04   
PhysActivity                                       -1.703623e-01   
Fruits                                             -1.801555e-01   
Veggies                                            -1.665021e-01   
HvyAlcoholConsump                                   3.324642e-02   
AnyHealthcare                                      -8.826888e-02   
NoDocbcCost                                         1.800596e-03   
DiffWalk                                           -3.742182e-03   
BMI_Underweight                                    -1.734723e-18   
BMI_Healthy weight                                 -8.673617e-19   
BMI_Overweight                                      8.673617e-19   
BMI_Class 1 Obesity                                 3.252607e-19   
BMI_Class 2 Obesity                                -2.710505e-20   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                  -4.302646e-02   
GenHlth_Very good                                  -3.250638e-01   
GenHlth_Good                                        4.807377e-01   
GenHlth_Fair                                       -1.115380e-01   
GenHlth_Poor                                       -1.109529e-03   
MentHlth_0                                          1.675253e-01   
MentHlth_1-5                                       -1.190858e-01   
MentHlth_6-10                                       2.628718e-03   
MentHlth_11-15                                     -2.069291e-02   
MentHlth_16-20                                     -1.849894e-02   
MentHlth_21-25                                     -3.372729e-03   
MentHlth_26-30                                     -8.503672e-03   
PhysHlth_0                                          7.075448e-02   
PhysHlth_1-5                                       -3.863330e-02   
PhysHlth_6-10                                      -1.891474e-02   
PhysHlth_11-15                                     -1.986412e-02   
PhysHlth_16-20                                     -1.388308e-03   
PhysHlth_21-25                                      2.938736e-39   
PhysHlth_26-30                                      8.045988e-03   
Education_Never attended school or only kinderg... -2.710582e-39   
Education_Elementary                                1.258809e-05   
Education_Some high school                          2.386757e-02   
Education_High school graduate                      4.845094e-01   
Education_Some college or technical school         -2.063353e-01   
Education_College graduate                         -3.020543e-01   
Income_Less than $10,000                           -5.776886e-03   
Income_$10,000-$14,999                              2.796758e-02   
Income_$15,000-$19,999                              2.512104e-02   
Income_$20,000-$24,999                              4.488995e-02   
Income_$25,000-$34,999                              1.716045e-01   
Income_$35,000-$49,999                              4.093391e-02   
Income_$50,000-$74,999                             -8.151736e-02   
Income_$75,000 or more                             -2.232227e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC3  \
HighBP                                             -6.977061e-02   
HighChol                                            2.438113e-03   
CholCheck                                          -3.075566e-03   
Smoker                                             -9.616470e-02   
Stroke                                              5.221725e-03   
HeartDiseaseorAttack                                1.202934e-05   
PhysActivity                                        7.302451e-02   
Fruits                                              1.891796e-01   
Veggies                                             1.629363e-01   
HvyAlcoholConsump                                   2.038572e-02   
AnyHealthcare                                       5.149324e-02   
NoDocbcCost                                        -1.097647e-02   
DiffWalk                                           -4.743605e-02   
BMI_Underweight                                     5.551115e-17   
BMI_Healthy weight                                  2.775558e-17   
BMI_Overweight                                      0.000000e+00   
BMI_Class 1 Obesity                                 5.204170e-18   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                -2.168404e-19   
GenHlth_Excellent                                   3.301771e-02   
GenHlth_Very good                                  -2.470344e-01   
GenHlth_Good                                        3.154397e-01   
GenHlth_Fair                                       -9.253318e-02   
GenHlth_Poor                                       -8.889916e-03   
MentHlth_0                                          1.329200e-01   
MentHlth_1-5                                       -7.598898e-02   
MentHlth_6-10                                      -1.963475e-03   
MentHlth_11-15                                     -5.771105e-02   
MentHlth_16-20                                      4.816965e-03   
MentHlth_21-25                                      2.916743e-04   
MentHlth_26-30                                     -2.365144e-03   
PhysHlth_0                                          2.068285e-01   
PhysHlth_1-5                                       -1.513054e-01   
PhysHlth_6-10                                      -5.921379e-03   
PhysHlth_11-15                                     -1.599210e-02   
PhysHlth_16-20                                     -2.193618e-03   
PhysHlth_21-25                                      0.000000e+00   
PhysHlth_26-30                                     -3.141595e-02   
Education_Never attended school or only kinderg...  1.102026e-37   
Education_Elementary                               -1.468467e-02   
Education_Some high school                         -1.944724e-02   
Education_High school graduate                     -3.055763e-01   
Education_Some college or technical school          6.653190e-01   
Education_College graduate                         -3.256108e-01   
Income_Less than $10,000                            1.169141e-02   
Income_$10,000-$14,999                              1.117249e-02   
Income_$15,000-$19,999                              1.666684e-02   
Income_$20,000-$24,999                             -2.271003e-02   
Income_$25,000-$34,999                             -1.389256e-02   
Income_$35,000-$49,999                             -5.757291e-02   
Income_$50,000-$74,999                              2.440597e-02   
Income_$75,000 or more                              3.023878e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC4  \
HighBP                                              5.467241e-02   
HighChol                                            1.052074e-01   
CholCheck                                           1.640541e-02   
Smoker                                             -3.536921e-01   
Stroke                                              2.343748e-03   
HeartDiseaseorAttack                               -6.724909e-03   
PhysActivity                                        1.119476e-04   
Fruits                                             -1.419517e-01   
Veggies                                            -1.182895e-01   
HvyAlcoholConsump                                   2.289312e-02   
AnyHealthcare                                       9.946598e-02   
NoDocbcCost                                        -1.898433e-01   
DiffWalk                                           -8.445466e-02   
BMI_Underweight                                    -1.665335e-16   
BMI_Healthy weight                                 -1.665335e-16   
BMI_Overweight                                      2.775558e-17   
BMI_Class 1 Obesity                                -1.387779e-17   
BMI_Class 2 Obesity                                 3.469447e-18   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                  -3.957954e-02   
GenHlth_Very good                                  -2.130748e-01   
GenHlth_Good                                        3.697106e-01   
GenHlth_Fair                                       -9.228497e-02   
GenHlth_Poor                                       -2.477128e-02   
MentHlth_0                                         -2.372645e-01   
MentHlth_1-5                                        2.732756e-01   
MentHlth_6-10                                       4.624377e-02   
MentHlth_11-15                                     -2.723815e-02   
MentHlth_16-20                                     -3.957369e-02   
MentHlth_21-25                                      2.646518e-03   
MentHlth_26-30                                     -1.808949e-02   
PhysHlth_0                                          3.225188e-01   
PhysHlth_1-5                                       -2.407246e-01   
PhysHlth_6-10                                       1.317518e-02   
PhysHlth_11-15                                     -1.780444e-02   
PhysHlth_16-20                                     -1.000571e-02   
PhysHlth_21-25                                      0.000000e+00   
PhysHlth_26-30                                     -6.715920e-02   
Education_Never attended school or only kinderg...  9.962315e-37   
Education_Elementary                               -1.101929e-02   
Education_Some high school                          2.504431e-03   
Education_High school graduate                     -1.291732e-01   
Education_Some college or technical school         -2.369775e-01   
Education_College graduate                          3.746656e-01   
Income_Less than $10,000                           -1.978153e-02   
Income_$10,000-$14,999                             -1.852149e-02   
Income_$15,000-$19,999                             -5.833360e-02   
Income_$20,000-$24,999                             -3.939050e-03   
Income_$25,000-$34,999                             -9.018679e-02   
Income_$35,000-$49,999                             -9.361010e-02   
Income_$50,000-$74,999                              1.765085e-01   
Income_$75,000 or more                              1.078641e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC5  \
HighBP                                              1.913318e-01   
HighChol                                            7.340386e-02   
CholCheck                                           6.731507e-02   
Smoker                                              1.777544e-01   
Stroke                                             -4.862880e-03   
HeartDiseaseorAttack                                5.535320e-03   
PhysActivity                                        9.306308e-02   
Fruits                                              4.585346e-01   
Veggies                                             4.137814e-01   
HvyAlcoholConsump                                   1.238832e-02   
AnyHealthcare                                       1.119544e-01   
NoDocbcCost                                         1.083447e-01   
DiffWalk                                            2.152188e-02   
BMI_Underweight                                    -8.326673e-17   
BMI_Healthy weight                                 -0.000000e+00   
BMI_Overweight                                     -2.775558e-17   
BMI_Class 1 Obesity                                -0.000000e+00   
BMI_Class 2 Obesity                                 1.734723e-18   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                   8.300617e-03   
GenHlth_Very good                                  -2.636960e-01   
GenHlth_Good                                        2.784546e-01   
GenHlth_Fair                                       -1.935312e-02   
GenHlth_Poor                                       -3.706115e-03   
MentHlth_0                                          2.502869e-01   
MentHlth_1-5                                       -9.848350e-02   
MentHlth_6-10                                      -9.086031e-02   
MentHlth_11-15                                     -5.370051e-03   
MentHlth_16-20                                     -7.042698e-03   
MentHlth_21-25                                      3.430201e-03   
MentHlth_26-30                                     -5.196050e-02   
PhysHlth_0                                         -1.900654e-01   
PhysHlth_1-5                                        1.765586e-01   
PhysHlth_6-10                                       8.296859e-03   
PhysHlth_11-15                                     -9.785942e-04   
PhysHlth_16-20                                      1.286654e-02   
PhysHlth_21-25                                     -0.000000e+00   
PhysHlth_26-30                                     -6.678025e-03   
Education_Never attended school or only kinderg... -1.791160e-36   
Education_Elementary                               -2.059678e-02   
Education_Some high school                         -1.088307e-02   
Education_High school graduate                     -3.318169e-02   
Education_Some college or technical school         -2.578906e-01   
Education_College graduate                          3.225522e-01   
Income_Less than $10,000                           -4.977690e-02   
Income_$10,000-$14,999                             -1.705622e-02   
Income_$15,000-$19,999                             -2.948362e-02   
Income_$20,000-$24,999                             -6.808638e-03   
Income_$25,000-$34,999                             -5.489219e-02   
Income_$35,000-$49,999                              4.022173e-02   
Income_$50,000-$74,999                             -4.323678e-02   
Income_$75,000 or more                              1.610326e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC6  \
HighBP                                              5.574363e-02   
HighChol                                            3.397059e-02   
CholCheck                                           5.746684e-03   
Smoker                                              1.961449e-01   
Stroke                                             -1.694457e-04   
HeartDiseaseorAttack                               -4.778788e-03   
PhysActivity                                        3.947206e-02   
Fruits                                              5.343011e-01   
Veggies                                             1.258286e-01   
HvyAlcoholConsump                                   1.552217e-02   
AnyHealthcare                                      -4.188524e-02   
NoDocbcCost                                        -8.640215e-04   
DiffWalk                                            2.274212e-02   
BMI_Underweight                                    -2.775558e-17   
BMI_Healthy weight                                 -1.110223e-16   
BMI_Overweight                                     -1.110223e-16   
BMI_Class 1 Obesity                                -5.551115e-17   
BMI_Class 2 Obesity                                -2.775558e-17   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                   1.971463e-01   
GenHlth_Very good                                  -4.529992e-02   
GenHlth_Good                                       -1.727900e-01   
GenHlth_Fair                                        6.009136e-03   
GenHlth_Poor                                        1.493447e-02   
MentHlth_0                                         -3.658222e-01   
MentHlth_1-5                                        3.481907e-01   
MentHlth_6-10                                      -1.287486e-02   
MentHlth_11-15                                     -1.890295e-02   
MentHlth_16-20                                      1.839088e-02   
MentHlth_21-25                                     -7.259586e-03   
MentHlth_26-30                                      3.827802e-02   
PhysHlth_0                                          2.252724e-01   
PhysHlth_1-5                                       -1.898392e-01   
PhysHlth_6-10                                      -6.294136e-02   
PhysHlth_11-15                                      2.203315e-03   
PhysHlth_16-20                                     -4.255439e-03   
PhysHlth_21-25                                      0.000000e+00   
PhysHlth_26-30                                      2.956029e-02   
Education_Never attended school or only kinderg...  3.874429e-35   
Education_Elementary                               -8.601765e-03   
Education_Some high school                         -2.838314e-02   
Education_High school graduate                      2.641961e-01   
Education_Some college or technical school         -5.521864e-02   
Education_College graduate                         -1.719925e-01   
Income_Less than $10,000                           -4.486483e-03   
Income_$10,000-$14,999                              1.330784e-04   
Income_$15,000-$19,999                             -1.190845e-02   
Income_$20,000-$24,999                              1.834099e-02   
Income_$25,000-$34,999                              6.931431e-02   
Income_$35,000-$49,999                             -4.319192e-02   
Income_$50,000-$74,999                              2.316951e-01   
Income_$75,000 or more                             -2.598967e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC7  \
HighBP                                              4.370514e-01   
HighChol                                            1.540519e-01   
CholCheck                                          -5.938780e-02   
Smoker                                              6.295791e-01   
Stroke                                              1.456792e-04   
HeartDiseaseorAttack                                1.920358e-02   
PhysActivity                                       -2.832889e-01   
Fruits                                             -2.434487e-01   
Veggies                                            -4.755427e-02   
HvyAlcoholConsump                                   1.462912e-02   
AnyHealthcare                                       3.446675e-02   
NoDocbcCost                                         5.017154e-02   
DiffWalk                                            9.423686e-02   
BMI_Underweight                                     1.110223e-16   
BMI_Healthy weight                                 -1.734723e-18   
BMI_Overweight                                     -0.000000e+00   
BMI_Class 1 Obesity                                -0.000000e+00   
BMI_Class 2 Obesity                                -1.387779e-17   
BMI_Class 3 Obesity                                -1.387779e-17   
GenHlth_Excellent                                  -4.246337e-02   
GenHlth_Very good                                  -3.433265e-02   
GenHlth_Good                                       -2.433631e-02   
GenHlth_Fair                                        8.946622e-02   
GenHlth_Poor                                        1.166612e-02   
MentHlth_0                                         -3.845392e-02   
MentHlth_1-5                                       -3.065316e-02   
MentHlth_6-10                                      -3.985827e-03   
MentHlth_11-15                                      4.250324e-02   
MentHlth_16-20                                      5.805534e-03   
MentHlth_21-25                                      8.173717e-03   
MentHlth_26-30                                      1.661041e-02   
PhysHlth_0                                          1.746291e-01   
PhysHlth_1-5                                       -2.034377e-01   
PhysHlth_6-10                                      -1.061405e-02   
PhysHlth_11-15                                      2.242192e-02   
PhysHlth_16-20                                      4.000594e-03   
PhysHlth_21-25                                     -0.000000e+00   
PhysHlth_26-30                                      1.300018e-02   
Education_Never attended school or only kinderg... -4.333342e-34   
Education_Elementary                                1.003310e-02   
Education_Some high school                         -2.755605e-02   
Education_High school graduate                     -2.614576e-01   
Education_Some college or technical school          1.291670e-01   
Education_College graduate                          1.498136e-01   
Income_Less than $10,000                            2.238553e-02   
Income_$10,000-$14,999                              1.165702e-02   
Income_$15,000-$19,999                              4.665417e-02   
Income_$20,000-$24,999                             -3.017288e-02   
Income_$25,000-$34,999                             -1.274301e-01   
Income_$35,000-$49,999                              8.114757e-02   
Income_$50,000-$74,999                              5.483840e-02   
Income_$75,000 or more                             -5.907967e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC8  \
HighBP                                             -2.799335e-01   
HighChol                                            4.399578e-02   
CholCheck                                          -6.687340e-03   
Smoker                                              3.566634e-01   
Stroke                                             -8.284012e-03   
HeartDiseaseorAttack                               -1.213417e-02   
PhysActivity                                       -5.856648e-02   
Fruits                                              1.397399e-01   
Veggies                                            -1.854035e-01   
HvyAlcoholConsump                                  -2.352573e-02   
AnyHealthcare                                       5.774963e-02   
NoDocbcCost                                        -2.433651e-01   
DiffWalk                                           -7.750516e-02   
BMI_Underweight                                     1.110223e-16   
BMI_Healthy weight                                  2.775558e-17   
BMI_Overweight                                     -1.387779e-16   
BMI_Class 1 Obesity                                -1.665335e-16   
BMI_Class 2 Obesity                                -5.551115e-17   
BMI_Class 3 Obesity                                 5.551115e-17   
GenHlth_Excellent                                  -2.155475e-01   
GenHlth_Very good                                   4.112524e-01   
GenHlth_Good                                        2.210108e-01   
GenHlth_Fair                                       -3.862546e-01   
GenHlth_Poor                                       -3.046100e-02   
MentHlth_0                                          9.748301e-02   
MentHlth_1-5                                        2.222733e-01   
MentHlth_6-10                                      -7.848564e-02   
MentHlth_11-15                                     -8.088564e-02   
MentHlth_16-20                                     -4.134083e-02   
MentHlth_21-25                                     -6.126387e-03   
MentHlth_26-30                                     -1.129178e-01   
PhysHlth_0                                         -7.314227e-02   
PhysHlth_1-5                                        2.098181e-01   
PhysHlth_6-10                                      -3.207663e-02   
PhysHlth_11-15                                     -3.603905e-02   
PhysHlth_16-20                                     -1.249503e-02   
PhysHlth_21-25                                     -0.000000e+00   
PhysHlth_26-30                                     -5.606510e-02   
Education_Never attended school or only kinderg... -9.244464e-33   
Education_Elementary                               -1.989343e-02   
Education_Some high school                         -2.741517e-03   
Education_High school graduate                     -8.060216e-02   
Education_Some college or technical school          6.072153e-02   
Education_College graduate                          4.251557e-02   
Income_Less than $10,000                           -6.522960e-02   
Income_$10,000-$14,999                             -3.006368e-02   
Income_$15,000-$19,999                             -9.584815e-02   
Income_$20,000-$24,999                             -1.227180e-01   
Income_$25,000-$34,999                              4.720092e-02   
Income_$35,000-$49,999                             -3.043067e-02   
Income_$50,000-$74,999                              2.510862e-01   
Income_$75,000 or more                              4.600295e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC9  \
HighBP                                              2.928742e-01   
HighChol                                            8.075757e-02   
CholCheck                                          -2.254975e-02   
Smoker                                              1.243357e-01   
Stroke                                              7.565434e-03   
HeartDiseaseorAttack                               -1.203209e-02   
PhysActivity                                        1.546845e-01   
Fruits                                              6.084630e-02   
Veggies                                            -2.062953e-01   
HvyAlcoholConsump                                  -2.213318e-02   
AnyHealthcare                                       1.196876e-01   
NoDocbcCost                                        -2.460312e-01   
DiffWalk                                            1.725181e-03   
BMI_Underweight                                     1.110223e-16   
BMI_Healthy weight                                  6.938894e-18   
BMI_Overweight                                      5.551115e-17   
BMI_Class 1 Obesity                                 5.551115e-17   
BMI_Class 2 Obesity                                -4.510281e-17   
BMI_Class 3 Obesity                                 1.665335e-16   
GenHlth_Excellent                                  -2.287645e-02   
GenHlth_Very good                                  -1.291459e-02   
GenHlth_Good                                       -4.026539e-02   
GenHlth_Fair                                        6.114208e-02   
GenHlth_Poor                                        1.491434e-02   
MentHlth_0                                         -6.064942e-02   
MentHlth_1-5                                        5.889056e-02   
MentHlth_6-10                                      -7.636312e-03   
MentHlth_11-15                                     -2.835389e-03   
MentHlth_16-20                                     -2.383003e-02   
MentHlth_21-25                                      4.969935e-03   
MentHlth_26-30                                      3.109065e-02   
PhysHlth_0                                         -9.267156e-04   
PhysHlth_1-5                                        5.354360e-03   
PhysHlth_6-10                                      -1.075867e-02   
PhysHlth_11-15                                     -2.754183e-02   
PhysHlth_16-20                                      1.395099e-02   
PhysHlth_21-25                                      8.077936e-28   
PhysHlth_26-30                                      1.992187e-02   
Education_Never attended school or only kinderg... -1.232595e-32   
Education_Elementary                               -8.272287e-03   
Education_Some high school                          6.238844e-03   
Education_High school graduate                      2.459005e-01   
Education_Some college or technical school          2.460154e-02   
Education_College graduate                         -2.684686e-01   
Income_Less than $10,000                           -2.479968e-02   
Income_$10,000-$14,999                              2.936473e-02   
Income_$15,000-$19,999                             -9.141946e-03   
Income_$20,000-$24,999                              1.284399e-04   
Income_$25,000-$34,999                             -8.226564e-02   
Income_$35,000-$49,999                             -3.506942e-01   
Income_$50,000-$74,999                             -2.109608e-01   
Income_$75,000 or more                              6.483691e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC10  ...  \
HighBP                                              5.104701e-01  ...   
HighChol                                            1.743971e-01  ...   
CholCheck                                           8.948780e-02  ...   
Smoker                                             -1.918473e-01  ...   
Stroke                                             -3.065106e-04  ...   
HeartDiseaseorAttack                                1.059888e-02  ...   
PhysActivity                                        3.064246e-01  ...   
Fruits                                             -1.525384e-01  ...   
Veggies                                             3.184630e-02  ...   
HvyAlcoholConsump                                   3.114050e-02  ...   
AnyHealthcare                                       1.796860e-01  ...   
NoDocbcCost                                        -3.584041e-02  ...   
DiffWalk                                           -1.169813e-01  ...   
BMI_Underweight                                     8.326673e-17  ...   
BMI_Healthy weight                                  2.775558e-17  ...   
BMI_Overweight                                      1.387779e-17  ...   
BMI_Class 1 Obesity                                 0.000000e+00  ...   
BMI_Class 2 Obesity                                 8.326673e-17  ...   
BMI_Class 3 Obesity                                -2.081668e-17  ...   
GenHlth_Excellent                                   7.975692e-02  ...   
GenHlth_Very good                                   1.919166e-01  ...   
GenHlth_Good                                       -2.527283e-02  ...   
GenHlth_Fair                                       -2.397171e-01  ...   
GenHlth_Poor                                       -6.683600e-03  ...   
MentHlth_0                                          1.950632e-01  ...   
MentHlth_1-5                                       -7.821442e-02  ...   
MentHlth_6-10                                      -3.159966e-03  ...   
MentHlth_11-15                                     -8.668916e-02  ...   
MentHlth_16-20                                     -8.687910e-03  ...   
MentHlth_21-25                                      1.863782e-03  ...   
MentHlth_26-30                                     -2.017549e-02  ...   
PhysHlth_0                                         -2.450970e-02  ...   
PhysHlth_1-5                                        1.248051e-01  ...   
PhysHlth_6-10                                       5.769946e-02  ...   
PhysHlth_11-15                                     -6.213476e-02  ...   
PhysHlth_16-20                                     -2.155577e-02  ...   
PhysHlth_21-25                                      0.000000e+00  ...   
PhysHlth_26-30                                     -7.430433e-02  ...   
Education_Never attended school or only kinderg...  0.000000e+00  ...   
Education_Elementary                               -9.204475e-03  ...   
Education_Some high school                         -8.261563e-02  ...   
Education_High school graduate                      1.826670e-01  ...   
Education_Some college or technical school          4.460673e-02  ...   
Education_College graduate                         -1.354536e-01  ...   
Income_Less than $10,000                           -4.847823e-02  ...   
Income_$10,000-$14,999                              4.609195e-02  ...   
Income_$15,000-$19,999                              1.240073e-02  ...   
Income_$20,000-$24,999                              9.669897e-02  ...   
Income_$25,000-$34,999                             -2.328705e-01  ...   
Income_$35,000-$49,999                              6.570016e-02  ...   
Income_$50,000-$74,999                              3.300931e-01  ...   
Income_$75,000 or more                             -2.696362e-01  ...   
Sex_Female                                          0.000000e+00  ...   
Sex_Male                                            0.000000e+00  ...   
Age_18-29                                           0.000000e+00  ...   
Age_30-49                                           0.000000e+00  ...   
Age_50-64                                           0.000000e+00  ...   
Age_65+                                             0.000000e+00  ...   

                                                            PC49  \
HighBP                                             -0.000000e+00   
HighChol                                           -7.632783e-17   
CholCheck                                          -4.514077e-17   
Smoker                                              4.190927e-17   
Stroke                                              5.998637e-16   
HeartDiseaseorAttack                                3.011275e-16   
PhysActivity                                       -2.676281e-17   
Fruits                                              4.742587e-17   
Veggies                                            -1.466611e-16   
HvyAlcoholConsump                                   9.322968e-17   
AnyHealthcare                                      -7.153421e-17   
NoDocbcCost                                        -1.732595e-17   
DiffWalk                                           -1.942661e-16   
BMI_Underweight                                     5.068104e-01   
BMI_Healthy weight                                  3.621134e-01   
BMI_Overweight                                      3.668916e-02   
BMI_Class 1 Obesity                                 3.436269e-01   
BMI_Class 2 Obesity                                 3.914351e-01   
BMI_Class 3 Obesity                                -4.285627e-01   
GenHlth_Excellent                                   7.028476e-03   
GenHlth_Very good                                   7.028476e-03   
GenHlth_Good                                        7.028476e-03   
GenHlth_Fair                                        7.028476e-03   
GenHlth_Poor                                        7.028476e-03   
MentHlth_0                                          6.169383e-03   
MentHlth_1-5                                        6.169383e-03   
MentHlth_6-10                                       6.169383e-03   
MentHlth_11-15                                      6.169383e-03   
MentHlth_16-20                                      6.169383e-03   
MentHlth_21-25                                      6.169383e-03   
MentHlth_26-30                                      6.169383e-03   
PhysHlth_0                                          1.196660e-02   
PhysHlth_1-5                                        1.196660e-02   
PhysHlth_6-10                                       1.196660e-02   
PhysHlth_11-15                                      1.196660e-02   
PhysHlth_16-20                                      1.196660e-02   
PhysHlth_21-25                                      1.350050e-01   
PhysHlth_26-30                                      1.196660e-02   
Education_Never attended school or only kinderg...  3.684044e-01   
Education_Elementary                                8.439042e-03   
Education_Some high school                          8.439042e-03   
Education_High school graduate                      8.439042e-03   
Education_Some college or technical school          8.439042e-03   
Education_College graduate                          8.439042e-03   
Income_Less than $10,000                           -1.844629e-03   
Income_$10,000-$14,999                             -1.844629e-03   
Income_$15,000-$19,999                             -1.844629e-03   
Income_$20,000-$24,999                             -1.844629e-03   
Income_$25,000-$34,999                             -1.844629e-03   
Income_$35,000-$49,999                             -1.844629e-03   
Income_$50,000-$74,999                             -1.844629e-03   
Income_$75,000 or more                             -1.844629e-03   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC50  \
HighBP                                             -0.000000e+00   
HighChol                                           -1.647987e-17   
CholCheck                                          -9.430899e-18   
Smoker                                              6.335767e-17   
Stroke                                             -6.700421e-18   
HeartDiseaseorAttack                               -1.594354e-16   
PhysActivity                                       -1.032231e-17   
Fruits                                             -3.293846e-17   
Veggies                                             4.341227e-17   
HvyAlcoholConsump                                  -3.947148e-17   
AnyHealthcare                                       5.249739e-18   
NoDocbcCost                                        -1.072987e-17   
DiffWalk                                            8.077890e-17   
BMI_Underweight                                    -2.236277e-01   
BMI_Healthy weight                                 -1.679977e-01   
BMI_Overweight                                      2.942986e-01   
BMI_Class 1 Obesity                                -3.760944e-01   
BMI_Class 2 Obesity                                -2.521734e-01   
BMI_Class 3 Obesity                                -2.269397e-01   
GenHlth_Excellent                                  -2.823686e-02   
GenHlth_Very good                                  -2.823686e-02   
GenHlth_Good                                       -2.823686e-02   
GenHlth_Fair                                       -2.823686e-02   
GenHlth_Poor                                       -2.823686e-02   
MentHlth_0                                          1.183586e-03   
MentHlth_1-5                                        1.183586e-03   
MentHlth_6-10                                       1.183586e-03   
MentHlth_11-15                                      1.183586e-03   
MentHlth_16-20                                      1.183586e-03   
MentHlth_21-25                                      1.183586e-03   
MentHlth_26-30                                      1.183586e-03   
PhysHlth_0                                          1.499947e-02   
PhysHlth_1-5                                        1.499947e-02   
PhysHlth_6-10                                       1.499947e-02   
PhysHlth_11-15                                      1.499947e-02   
PhysHlth_16-20                                      1.499947e-02   
PhysHlth_21-25                                      1.501117e-01   
PhysHlth_26-30                                      1.499947e-02   
Education_Never attended school or only kinderg...  7.419129e-01   
Education_Elementary                                7.709806e-03   
Education_Some high school                          7.709806e-03   
Education_High school graduate                      7.709806e-03   
Education_Some college or technical school          7.709806e-03   
Education_College graduate                          7.709806e-03   
Income_Less than $10,000                           -6.972985e-04   
Income_$10,000-$14,999                             -6.972985e-04   
Income_$15,000-$19,999                             -6.972985e-04   
Income_$20,000-$24,999                             -6.972985e-04   
Income_$25,000-$34,999                             -6.972985e-04   
Income_$35,000-$49,999                             -6.972985e-04   
Income_$50,000-$74,999                             -6.972985e-04   
Income_$75,000 or more                             -6.972985e-04   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC51  PC52  PC53  \
HighBP                                              0.000000e+00   0.0   0.0   
HighChol                                            1.301043e-17   0.0   0.0   
CholCheck                                          -3.236189e-17   0.0   0.0   
Smoker                                             -1.253024e-17   0.0   0.0   
Stroke                                             -7.709236e-17   0.0   0.0   
HeartDiseaseorAttack                               -7.280690e-17   0.0   0.0   
PhysActivity                                       -1.331277e-17   0.0   0.0   
Fruits                                              1.369016e-17   0.0   0.0   
Veggies                                            -8.675058e-19   0.0   0.0   
HvyAlcoholConsump                                  -1.396574e-16   0.0   0.0   
AnyHealthcare                                       2.784903e-17   0.0   0.0   
NoDocbcCost                                         2.968338e-18   0.0   0.0   
DiffWalk                                           -5.824488e-17   0.0   0.0   
BMI_Underweight                                     6.604445e-02   0.0   0.0   
BMI_Healthy weight                                  1.235097e-01   0.0   0.0   
BMI_Overweight                                      7.485836e-02   0.0   0.0   
BMI_Class 1 Obesity                                -6.897407e-02   0.0   0.0   
BMI_Class 2 Obesity                                -1.699398e-01   0.0   0.0   
BMI_Class 3 Obesity                                 6.209148e-02   0.0   0.0   
GenHlth_Excellent                                  -9.816569e-03   0.0   0.0   
GenHlth_Very good                                  -9.816569e-03   0.0   0.0   
GenHlth_Good                                       -9.816569e-03   0.0   0.0   
GenHlth_Fair                                       -9.816569e-03   0.0   0.0   
GenHlth_Poor                                       -9.816569e-03   0.0   0.0   
MentHlth_0                                          3.293492e-02   0.0   0.0   
MentHlth_1-5                                        3.293492e-02   0.0   0.0   
MentHlth_6-10                                       3.293492e-02   0.0   0.0   
MentHlth_11-15                                      3.293492e-02   0.0   0.0   
MentHlth_16-20                                      3.293492e-02   0.0   0.0   
MentHlth_21-25                                      3.293492e-02   0.0   0.0   
MentHlth_26-30                                      3.293492e-02   0.0   0.0   
PhysHlth_0                                         -8.465073e-03   0.0   0.0   
PhysHlth_1-5                                       -8.465073e-03   0.0   0.0   
PhysHlth_6-10                                      -8.465073e-03   0.0   0.0   
PhysHlth_11-15                                     -8.465073e-03   0.0   0.0   
PhysHlth_16-20                                     -8.465073e-03   0.0   0.0   
PhysHlth_21-25                                      9.319948e-01   0.0   0.0   
PhysHlth_26-30                                     -8.465073e-03   0.0   0.0   
Education_Never attended school or only kinderg... -2.452745e-01   0.0   0.0   
Education_Elementary                               -1.205703e-03   0.0   0.0   
Education_Some high school                         -1.205703e-03   0.0   0.0   
Education_High school graduate                     -1.205703e-03   0.0   0.0   
Education_Some college or technical school         -1.205703e-03   0.0   0.0   
Education_College graduate                         -1.205703e-03   0.0   0.0   
Income_Less than $10,000                           -4.331780e-04   0.0   0.0   
Income_$10,000-$14,999                             -4.331780e-04   0.0   0.0   
Income_$15,000-$19,999                             -4.331780e-04   0.0   0.0   
Income_$20,000-$24,999                             -4.331780e-04   0.0   0.0   
Income_$25,000-$34,999                             -4.331780e-04   0.0   0.0   
Income_$35,000-$49,999                             -4.331780e-04   0.0   0.0   
Income_$50,000-$74,999                             -4.331780e-04   0.0   0.0   
Income_$75,000 or more                             -4.331780e-04   0.0   0.0   
Sex_Female                                          0.000000e+00   1.0   0.0   
Sex_Male                                            0.000000e+00   0.0   1.0   
Age_18-29                                           0.000000e+00   0.0   0.0   
Age_30-49                                           0.000000e+00   0.0   0.0   
Age_50-64                                           0.000000e+00   0.0   0.0   
Age_65+                                             0.000000e+00   0.0   0.0   

                                                    PC54  PC55  PC56  PC57  \
HighBP                                               0.0   0.0   0.0   0.0   
HighChol                                             0.0   0.0   0.0   0.0   
CholCheck                                            0.0   0.0   0.0   0.0   
Smoker                                               0.0   0.0   0.0   0.0   
Stroke                                               0.0   0.0   0.0   0.0   
HeartDiseaseorAttack                                 0.0   0.0   0.0   0.0   
PhysActivity                                         0.0   0.0   0.0   0.0   
Fruits                                               0.0   0.0   0.0   0.0   
Veggies                                              0.0   0.0   0.0   0.0   
HvyAlcoholConsump                                    0.0   0.0   0.0   0.0   
AnyHealthcare                                        0.0   0.0   0.0   0.0   
NoDocbcCost                                          0.0   0.0   0.0   0.0   
DiffWalk                                             0.0   0.0   0.0   0.0   
BMI_Underweight                                      0.0   0.0   0.0   0.0   
BMI_Healthy weight                                   0.0   0.0   0.0   0.0   
BMI_Overweight                                       0.0   0.0   0.0   0.0   
BMI_Class 1 Obesity                                  0.0   0.0   0.0   0.0   
BMI_Class 2 Obesity                                  0.0   0.0   0.0   0.0   
BMI_Class 3 Obesity                                  0.0   0.0   0.0   0.0   
GenHlth_Excellent                                    0.0   0.0   0.0   0.0   
GenHlth_Very good                                    0.0   0.0   0.0   0.0   
GenHlth_Good                                         0.0   0.0   0.0   0.0   
GenHlth_Fair                                         0.0   0.0   0.0   0.0   
GenHlth_Poor                                         0.0   0.0   0.0   0.0   
MentHlth_0                                           0.0   0.0   0.0   0.0   
MentHlth_1-5                                         0.0   0.0   0.0   0.0   
MentHlth_6-10                                        0.0   0.0   0.0   0.0   
MentHlth_11-15                                       0.0   0.0   0.0   0.0   
MentHlth_16-20                                       0.0   0.0   0.0   0.0   
MentHlth_21-25                                       0.0   0.0   0.0   0.0   
MentHlth_26-30                                       0.0   0.0   0.0   0.0   
PhysHlth_0                                           0.0   0.0   0.0   0.0   
PhysHlth_1-5                                         0.0   0.0   0.0   0.0   
PhysHlth_6-10                                        0.0   0.0   0.0   0.0   
PhysHlth_11-15                                       0.0   0.0   0.0   0.0   
PhysHlth_16-20                                       0.0   0.0   0.0   0.0   
PhysHlth_21-25                                       0.0   0.0   0.0   0.0   
PhysHlth_26-30                                       0.0   0.0   0.0   0.0   
Education_Never attended school or only kinderg...   0.0   0.0   0.0   0.0   
Education_Elementary                                 0.0   0.0   0.0   0.0   
Education_Some high school                           0.0   0.0   0.0   0.0   
Education_High school graduate                       0.0   0.0   0.0   0.0   
Education_Some college or technical school           0.0   0.0   0.0   0.0   
Education_College graduate                           0.0   0.0   0.0   0.0   
Income_Less than $10,000                             0.0   0.0   0.0   0.0   
Income_$10,000-$14,999                               0.0   0.0   0.0   0.0   
Income_$15,000-$19,999                               0.0   0.0   0.0   0.0   
Income_$20,000-$24,999                               0.0   0.0   0.0   0.0   
Income_$25,000-$34,999                               0.0   0.0   0.0   0.0   
Income_$35,000-$49,999                               0.0   0.0   0.0   0.0   
Income_$50,000-$74,999                               0.0   0.0   0.0   0.0   
Income_$75,000 or more                               0.0   0.0   0.0   0.0   
Sex_Female                                           0.0   0.0   0.0   0.0   
Sex_Male                                             0.0   0.0   0.0   0.0   
Age_18-29                                            1.0   0.0   0.0   0.0   
Age_30-49                                            0.0   1.0   0.0   0.0   
Age_50-64                                            0.0   0.0   1.0   0.0   
Age_65+                                              0.0   0.0   0.0   1.0   

                                                            PC58  
HighBP                                              0.000000e+00  
HighChol                                            1.387779e-16  
CholCheck                                          -1.879119e-16  
Smoker                                             -8.968671e-17  
Stroke                                             -1.623611e-16  
HeartDiseaseorAttack                                2.223749e-16  
PhysActivity                                        3.762867e-17  
Fruits                                             -7.430728e-18  
Veggies                                            -8.520674e-17  
HvyAlcoholConsump                                  -1.590072e-16  
AnyHealthcare                                       5.739385e-17  
NoDocbcCost                                        -3.670402e-17  
DiffWalk                                           -3.098640e-16  
BMI_Underweight                                     6.734995e-01  
BMI_Healthy weight                                 -4.068576e-01  
BMI_Overweight                                     -1.666605e-01  
BMI_Class 1 Obesity                                -2.589519e-01  
BMI_Class 2 Obesity                                -8.566836e-02  
BMI_Class 3 Obesity                                 2.377873e-01  
GenHlth_Excellent                                   1.734950e-02  
GenHlth_Very good                                   1.734950e-02  
GenHlth_Good                                        1.734950e-02  
GenHlth_Fair                                        1.734950e-02  
GenHlth_Poor                                        1.734950e-02  
MentHlth_0                                          1.650422e-01  
MentHlth_1-5                                        1.650422e-01  
MentHlth_6-10                                       1.650422e-01  
MentHlth_11-15                                      1.650422e-01  
MentHlth_16-20                                      1.650422e-01  
MentHlth_21-25                                      1.650422e-01  
MentHlth_26-30                                      1.650422e-01  
PhysHlth_0                                         -2.466956e-02  
PhysHlth_1-5                                       -2.466956e-02  
PhysHlth_6-10                                      -2.466956e-02  
PhysHlth_11-15                                     -2.466956e-02  
PhysHlth_16-20                                     -2.466956e-02  
PhysHlth_21-25                                     -4.481270e-02  
PhysHlth_26-30                                     -2.466956e-02  
Education_Never attended school or only kinderg...  1.054765e-01  
Education_Elementary                               -4.855106e-02  
Education_Some high school                         -4.855106e-02  
Education_High school graduate                     -4.855106e-02  
Education_Some college or technical school         -4.855106e-02  
Education_College graduate                         -4.855106e-02  
Income_Less than $10,000                            1.324266e-02  
Income_$10,000-$14,999                              1.324266e-02  
Income_$15,000-$19,999                              1.324266e-02  
Income_$20,000-$24,999                              1.324266e-02  
Income_$25,000-$34,999                              1.324266e-02  
Income_$35,000-$49,999                              1.324266e-02  
Income_$50,000-$74,999                              1.324266e-02  
Income_$75,000 or more                              1.324266e-02  
Sex_Female                                          0.000000e+00  
Sex_Male                                            0.000000e+00  
Age_18-29                                           0.000000e+00  
Age_30-49                                           0.000000e+00  
Age_50-64                                           0.000000e+00  
Age_65+                                             0.000000e+00  

[58 rows x 58 columns]

PCA Results for Subset_9:
        PC1       PC2       PC3       PC4       PC5       PC6       PC7  \
0  0.725262 -0.739900  0.523056 -0.228036 -0.615065 -0.713712 -0.202788   
1  0.992454  0.052827  0.021392 -0.088688  0.340175  0.382450 -0.844992   
2 -1.513498 -0.169491  0.647035 -0.233968  0.201443  0.303954 -0.694707   
3  0.336973  1.009831 -0.022562  0.338645  0.234704 -0.233817  0.008491   
4  0.499703  1.714021 -0.241237  0.051881 -0.380832 -0.146210  0.323285   

        PC8       PC9      PC10  ...          PC49          PC50  \
0  0.129311  0.461140  0.099359  ... -6.573372e-18  7.303024e-17   
1 -0.499072  0.733323 -0.027279  ...  9.021083e-17 -7.113981e-17   
2  0.050687 -0.440564 -0.357560  ... -5.887159e-17 -7.971088e-17   
3 -0.582147 -0.073234  0.897176  ...  4.238612e-17 -3.914815e-17   
4  0.376052  0.078266 -0.441982  ... -3.737657e-18  2.099513e-17   

           PC51          PC52          PC53          PC54          PC55  \
0 -1.886087e-17  1.251409e-18 -3.133254e-17 -3.687900e-17 -5.103594e-17   
1 -1.155232e-17  9.594389e-17 -5.206178e-17 -2.184283e-18 -1.863735e-17   
2  1.069928e-16 -7.350783e-18 -1.906193e-17 -1.673756e-17 -1.358160e-17   
3 -1.880223e-18  8.394571e-17  2.377202e-18  4.778795e-17  1.921395e-17   
4  1.765217e-17 -1.684062e-17 -6.367948e-18  7.233950e-18  1.853376e-18   

           PC56          PC57          PC58  
0 -5.931200e-17 -2.264099e-17 -5.793533e-17  
1 -4.443044e-18  1.003225e-16  5.960453e-19  
2 -1.767371e-17  4.618752e-17  2.514845e-17  
3 -5.566050e-17  5.153099e-17 -7.795066e-18  
4  1.720973e-17 -2.997015e-19 -8.449049e-18  

[5 rows x 58 columns]
No description has been provided for this image
For Subset_9, retain 23 components to explain 90% of the variance.


Explained Variance for Subset_10:
[9.57247987e-02 8.23148637e-02 7.25790298e-02 6.37764655e-02
 5.52069573e-02 4.88885785e-02 4.29771520e-02 4.01273611e-02
 3.75959019e-02 3.42655179e-02 3.23059324e-02 3.09682529e-02
 3.07474517e-02 2.82709251e-02 2.72859888e-02 2.70442903e-02
 2.40377288e-02 2.30731478e-02 2.13498853e-02 2.02916374e-02
 1.84223207e-02 1.70501789e-02 1.50697998e-02 1.45239881e-02
 1.26879563e-02 1.19753869e-02 1.08974885e-02 1.00486038e-02
 8.65330126e-03 8.04632704e-03 6.98403774e-03 6.33674803e-03
 5.12529245e-03 3.98274938e-03 3.75811156e-03 2.42207552e-03
 1.88438900e-03 1.73242294e-03 9.20373958e-04 6.46581003e-04
 1.88783878e-32 8.64589442e-33 4.90274167e-33 3.34839994e-33
 2.77111811e-33 1.09850094e-33 4.82197270e-34 4.82197270e-34
 4.82197270e-34 4.82197270e-34 4.82197270e-34 4.82197270e-34
 4.82197270e-34 4.82197270e-34 4.82197270e-34 4.82197270e-34
 1.58473555e-34 1.22053727e-34]

Cumulative Variance for Subset_10:
[0.0957248  0.17803966 0.25061869 0.31439516 0.36960212 0.41849069
 0.46146785 0.50159521 0.53919111 0.57345663 0.60576256 0.63673081
 0.66747826 0.69574919 0.72303518 0.75007947 0.7741172  0.79719034
 0.81854023 0.83883187 0.85725419 0.87430437 0.88937417 0.90389815
 0.91658611 0.9285615  0.93945899 0.94950759 0.95816089 0.96620722
 0.97319126 0.979528   0.9846533  0.98863605 0.99239416 0.99481623
 0.99670062 0.99843305 0.99935342 1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.        ]

Loadings for Subset_10:
                                                             PC1  \
HighBP                                             -7.660395e-02   
HighChol                                           -1.117533e-01   
CholCheck                                           1.854242e-02   
Smoker                                             -1.180055e-01   
Stroke                                              1.448852e-03   
HeartDiseaseorAttack                               -5.646531e-03   
PhysActivity                                        5.605200e-02   
Fruits                                              1.386037e-01   
Veggies                                             1.631566e-02   
HvyAlcoholConsump                                  -1.198219e-02   
AnyHealthcare                                       7.333720e-02   
NoDocbcCost                                        -1.815066e-01   
DiffWalk                                           -6.811468e-02   
BMI_Underweight                                     5.082198e-21   
BMI_Healthy weight                                  4.235165e-22   
BMI_Overweight                                      1.058791e-22   
BMI_Class 1 Obesity                                 1.323489e-23   
BMI_Class 2 Obesity                                -1.654361e-24   
BMI_Class 3 Obesity                                 2.067952e-25   
GenHlth_Excellent                                   8.419281e-02   
GenHlth_Very good                                   3.422793e-01   
GenHlth_Good                                       -2.858109e-01   
GenHlth_Fair                                       -1.122816e-01   
GenHlth_Poor                                       -2.837955e-02   
MentHlth_0                                          3.977621e-01   
MentHlth_1-5                                       -1.032541e-01   
MentHlth_6-10                                      -5.722311e-02   
MentHlth_11-15                                     -6.620178e-02   
MentHlth_16-20                                     -4.342759e-02   
MentHlth_21-25                                     -1.234519e-02   
MentHlth_26-30                                     -1.153103e-01   
PhysHlth_0                                          5.577149e-01   
PhysHlth_1-5                                       -3.982380e-01   
PhysHlth_6-10                                      -6.793328e-02   
PhysHlth_11-15                                     -3.795741e-02   
PhysHlth_16-20                                     -1.077849e-02   
PhysHlth_21-25                                     -6.527188e-03   
PhysHlth_26-30                                     -3.628048e-02   
Education_Never attended school or only kinderg... -2.578389e-43   
Education_Elementary                               -1.360378e-02   
Education_Some high school                         -2.372909e-02   
Education_High school graduate                      1.528870e-03   
Education_Some college or technical school          2.097738e-02   
Education_College graduate                          1.482662e-02   
Income_Less than $10,000                           -2.520482e-02   
Income_$10,000-$14,999                             -1.740641e-02   
Income_$15,000-$19,999                             -2.665594e-03   
Income_$20,000-$24,999                             -6.431887e-02   
Income_$25,000-$34,999                              7.364594e-03   
Income_$35,000-$49,999                              7.188578e-02   
Income_$50,000-$74,999                              3.816875e-02   
Income_$75,000 or more                             -7.823437e-03   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC2  \
HighBP                                              2.432955e-02   
HighChol                                            6.202537e-02   
CholCheck                                          -5.881926e-03   
Smoker                                             -1.820332e-01   
Stroke                                              7.212612e-03   
HeartDiseaseorAttack                               -7.718124e-03   
PhysActivity                                        1.572206e-02   
Fruits                                             -2.826707e-01   
Veggies                                            -1.154095e-01   
HvyAlcoholConsump                                  -5.177001e-02   
AnyHealthcare                                       3.533980e-02   
NoDocbcCost                                        -2.438037e-02   
DiffWalk                                           -5.202041e-02   
BMI_Underweight                                    -2.168404e-19   
BMI_Healthy weight                                  1.084202e-19   
BMI_Overweight                                     -1.355253e-20   
BMI_Class 1 Obesity                                -6.776264e-21   
BMI_Class 2 Obesity                                -8.470329e-22   
BMI_Class 3 Obesity                                 1.588187e-22   
GenHlth_Excellent                                  -4.329006e-02   
GenHlth_Very good                                   3.489416e-01   
GenHlth_Good                                       -2.365592e-01   
GenHlth_Fair                                       -6.149129e-02   
GenHlth_Poor                                       -7.600987e-03   
MentHlth_0                                         -7.197590e-02   
MentHlth_1-5                                        5.700716e-02   
MentHlth_6-10                                       8.601527e-02   
MentHlth_11-15                                     -2.912031e-02   
MentHlth_16-20                                      6.492995e-03   
MentHlth_21-25                                     -1.075448e-02   
MentHlth_26-30                                     -3.766474e-02   
PhysHlth_0                                         -1.374019e-01   
PhysHlth_1-5                                        1.929474e-01   
PhysHlth_6-10                                      -5.429203e-03   
PhysHlth_11-15                                     -1.845322e-02   
PhysHlth_16-20                                      1.243258e-03   
PhysHlth_21-25                                     -4.348233e-03   
PhysHlth_26-30                                     -2.855806e-02   
Education_Never attended school or only kinderg... -2.582873e-40   
Education_Elementary                               -8.961907e-03   
Education_Some high school                         -2.158291e-03   
Education_High school graduate                     -1.264558e-01   
Education_Some college or technical school         -4.622095e-01   
Education_College graduate                          5.997856e-01   
Income_Less than $10,000                           -5.324777e-02   
Income_$10,000-$14,999                             -2.672163e-02   
Income_$15,000-$19,999                             -3.157929e-03   
Income_$20,000-$24,999                             -4.513899e-02   
Income_$25,000-$34,999                             -5.518537e-03   
Income_$35,000-$49,999                              7.518122e-02   
Income_$50,000-$74,999                              3.723135e-02   
Income_$75,000 or more                              2.137229e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC3  \
HighBP                                              7.797116e-02   
HighChol                                            5.600023e-02   
CholCheck                                           1.052800e-02   
Smoker                                             -2.389140e-01   
Stroke                                             -1.387104e-03   
HeartDiseaseorAttack                                3.173446e-03   
PhysActivity                                       -1.145014e-01   
Fruits                                             -2.195059e-01   
Veggies                                            -2.032467e-01   
HvyAlcoholConsump                                  -3.924691e-02   
AnyHealthcare                                      -2.958572e-02   
NoDocbcCost                                        -2.058862e-02   
DiffWalk                                           -2.333787e-02   
BMI_Underweight                                     8.673617e-19   
BMI_Healthy weight                                  2.168404e-19   
BMI_Overweight                                      5.421011e-20   
BMI_Class 1 Obesity                                -0.000000e+00   
BMI_Class 2 Obesity                                -3.388132e-21   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                   4.983516e-02   
GenHlth_Very good                                  -4.470364e-01   
GenHlth_Good                                        5.075782e-01   
GenHlth_Fair                                       -9.180972e-02   
GenHlth_Poor                                       -1.856715e-02   
MentHlth_0                                          3.458440e-01   
MentHlth_1-5                                       -1.204200e-01   
MentHlth_6-10                                      -6.082665e-02   
MentHlth_11-15                                     -4.887476e-02   
MentHlth_16-20                                     -4.192489e-02   
MentHlth_21-25                                     -1.176545e-03   
MentHlth_26-30                                     -7.262117e-02   
PhysHlth_0                                          1.605354e-01   
PhysHlth_1-5                                       -1.169750e-01   
PhysHlth_6-10                                      -1.523134e-02   
PhysHlth_11-15                                     -1.429050e-02   
PhysHlth_16-20                                     -4.375356e-03   
PhysHlth_21-25                                     -8.266886e-03   
PhysHlth_26-30                                     -1.396341e-03   
Education_Never attended school or only kinderg...  5.142788e-39   
Education_Elementary                                2.489799e-03   
Education_Some high school                          5.151763e-03   
Education_High school graduate                      1.714488e-01   
Education_Some college or technical school         -3.196750e-01   
Education_College graduate                          1.405846e-01   
Income_Less than $10,000                            2.154994e-02   
Income_$10,000-$14,999                             -1.721957e-02   
Income_$15,000-$19,999                             -2.237336e-02   
Income_$20,000-$24,999                             -3.999563e-02   
Income_$25,000-$34,999                              1.181803e-02   
Income_$35,000-$49,999                              6.522279e-02   
Income_$50,000-$74,999                             -8.959665e-02   
Income_$75,000 or more                              7.059445e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC4  \
HighBP                                              3.213291e-02   
HighChol                                           -1.404586e-03   
CholCheck                                           1.885642e-02   
Smoker                                              2.696056e-01   
Stroke                                              3.385731e-03   
HeartDiseaseorAttack                                7.558736e-03   
PhysActivity                                       -1.172079e-01   
Fruits                                              1.966166e-01   
Veggies                                            -1.763947e-02   
HvyAlcoholConsump                                  -3.121946e-03   
AnyHealthcare                                      -9.740289e-02   
NoDocbcCost                                         1.562346e-01   
DiffWalk                                            1.802276e-02   
BMI_Underweight                                     0.000000e+00   
BMI_Healthy weight                                 -6.938894e-18   
BMI_Overweight                                      3.469447e-18   
BMI_Class 1 Obesity                                -4.336809e-19   
BMI_Class 2 Obesity                                -1.084202e-19   
BMI_Class 3 Obesity                                -5.421011e-20   
GenHlth_Excellent                                   3.089990e-02   
GenHlth_Very good                                   2.482562e-02   
GenHlth_Good                                       -3.024349e-01   
GenHlth_Fair                                        2.423567e-01   
GenHlth_Poor                                        4.352645e-03   
MentHlth_0                                          1.499401e-01   
MentHlth_1-5                                       -1.799029e-01   
MentHlth_6-10                                       8.464970e-03   
MentHlth_11-15                                     -4.213272e-02   
MentHlth_16-20                                      2.165351e-02   
MentHlth_21-25                                     -8.646708e-03   
MentHlth_26-30                                      5.062377e-02   
PhysHlth_0                                         -1.117876e-01   
PhysHlth_1-5                                       -8.014348e-03   
PhysHlth_6-10                                       8.892780e-02   
PhysHlth_11-15                                      1.861291e-02   
PhysHlth_16-20                                      2.787931e-03   
PhysHlth_21-25                                     -4.405161e-03   
PhysHlth_26-30                                      1.387846e-02   
Education_Never attended school or only kinderg...  1.504633e-36   
Education_Elementary                                6.815200e-03   
Education_Some high school                          3.390887e-02   
Education_High school graduate                      5.601739e-01   
Education_Some college or technical school         -4.765639e-01   
Education_College graduate                         -1.243341e-01   
Income_Less than $10,000                            3.496905e-02   
Income_$10,000-$14,999                              8.420004e-02   
Income_$15,000-$19,999                              5.057111e-02   
Income_$20,000-$24,999                              1.102086e-01   
Income_$25,000-$34,999                             -2.098712e-02   
Income_$35,000-$49,999                             -4.398799e-02   
Income_$50,000-$74,999                             -9.686144e-02   
Income_$75,000 or more                             -1.181122e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC5  \
HighBP                                             -8.639918e-03   
HighChol                                            1.125743e-01   
CholCheck                                           1.771984e-02   
Smoker                                             -7.477949e-02   
Stroke                                              3.380226e-03   
HeartDiseaseorAttack                               -8.264876e-03   
PhysActivity                                       -1.251413e-01   
Fruits                                              4.109127e-02   
Veggies                                             6.403162e-02   
HvyAlcoholConsump                                   1.994297e-02   
AnyHealthcare                                       3.695964e-02   
NoDocbcCost                                         1.297332e-02   
DiffWalk                                            1.125727e-02   
BMI_Underweight                                     0.000000e+00   
BMI_Healthy weight                                  5.551115e-17   
BMI_Overweight                                     -5.551115e-17   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                 1.387779e-17   
BMI_Class 3 Obesity                                -1.734723e-18   
GenHlth_Excellent                                   5.220826e-03   
GenHlth_Very good                                   5.604122e-02   
GenHlth_Good                                       -7.799507e-02   
GenHlth_Fair                                        3.189733e-02   
GenHlth_Poor                                       -1.516431e-02   
MentHlth_0                                          6.046695e-01   
MentHlth_1-5                                       -4.459517e-01   
MentHlth_6-10                                      -1.129735e-01   
MentHlth_11-15                                     -3.620364e-02   
MentHlth_16-20                                      1.134095e-02   
MentHlth_21-25                                     -9.009524e-03   
MentHlth_26-30                                     -1.187209e-02   
PhysHlth_0                                         -3.508520e-01   
PhysHlth_1-5                                        3.494638e-01   
PhysHlth_6-10                                      -1.413601e-03   
PhysHlth_11-15                                      6.774355e-03   
PhysHlth_16-20                                     -7.089285e-03   
PhysHlth_21-25                                      1.039782e-04   
PhysHlth_26-30                                      3.012734e-03   
Education_Never attended school or only kinderg...  0.000000e+00   
Education_Elementary                               -9.918386e-03   
Education_Some high school                          1.390860e-02   
Education_High school graduate                     -2.315365e-01   
Education_Some college or technical school          2.228826e-01   
Education_College graduate                          4.663674e-03   
Income_Less than $10,000                           -2.547331e-02   
Income_$10,000-$14,999                             -6.105890e-03   
Income_$15,000-$19,999                             -2.849499e-02   
Income_$20,000-$24,999                              1.233184e-03   
Income_$25,000-$34,999                              9.289431e-02   
Income_$35,000-$49,999                             -6.619963e-02   
Income_$50,000-$74,999                              6.287671e-02   
Income_$75,000 or more                             -3.073038e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC6  \
HighBP                                              1.927965e-02   
HighChol                                           -1.715682e-02   
CholCheck                                          -1.437649e-02   
Smoker                                              1.396126e-01   
Stroke                                              7.907834e-03   
HeartDiseaseorAttack                                5.881766e-03   
PhysActivity                                        2.922224e-01   
Fruits                                              6.522830e-01   
Veggies                                             3.383881e-01   
HvyAlcoholConsump                                   1.036114e-03   
AnyHealthcare                                       5.064089e-02   
NoDocbcCost                                         1.458777e-02   
DiffWalk                                           -6.992870e-02   
BMI_Underweight                                     5.551115e-17   
BMI_Healthy weight                                  0.000000e+00   
BMI_Overweight                                      1.110223e-16   
BMI_Class 1 Obesity                                -5.551115e-17   
BMI_Class 2 Obesity                                -1.387779e-17   
BMI_Class 3 Obesity                                -6.938894e-18   
GenHlth_Excellent                                  -1.826414e-02   
GenHlth_Very good                                  -1.459482e-01   
GenHlth_Good                                        2.312246e-01   
GenHlth_Fair                                       -3.167476e-02   
GenHlth_Poor                                       -3.533749e-02   
MentHlth_0                                          2.043561e-02   
MentHlth_1-5                                       -3.894517e-02   
MentHlth_6-10                                       2.317810e-02   
MentHlth_11-15                                     -3.765787e-02   
MentHlth_16-20                                     -1.430376e-02   
MentHlth_21-25                                      2.201641e-02   
MentHlth_26-30                                      2.527668e-02   
PhysHlth_0                                          2.965047e-02   
PhysHlth_1-5                                        4.204835e-02   
PhysHlth_6-10                                      -8.934737e-02   
PhysHlth_11-15                                      1.965645e-02   
PhysHlth_16-20                                      1.021259e-02   
PhysHlth_21-25                                     -3.663744e-03   
PhysHlth_26-30                                     -8.556740e-03   
Education_Never attended school or only kinderg...  0.000000e+00   
Education_Elementary                                5.397498e-03   
Education_Some high school                         -1.838846e-02   
Education_High school graduate                     -1.535046e-01   
Education_Some college or technical school         -2.061658e-01   
Education_College graduate                          3.726614e-01   
Income_Less than $10,000                           -8.516112e-02   
Income_$10,000-$14,999                             -1.150294e-02   
Income_$15,000-$19,999                             -7.559289e-02   
Income_$20,000-$24,999                              1.274344e-01   
Income_$25,000-$34,999                             -7.189156e-02   
Income_$35,000-$49,999                             -3.554677e-02   
Income_$50,000-$74,999                              8.092081e-02   
Income_$75,000 or more                              7.134011e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC7  \
HighBP                                             -5.290746e-02   
HighChol                                            6.985895e-02   
CholCheck                                          -4.179405e-03   
Smoker                                              7.122347e-01   
Stroke                                              7.143551e-04   
HeartDiseaseorAttack                               -1.255537e-02   
PhysActivity                                        1.169990e-01   
Fruits                                             -3.333840e-01   
Veggies                                            -5.277284e-02   
HvyAlcoholConsump                                   2.134039e-02   
AnyHealthcare                                      -4.308653e-02   
NoDocbcCost                                         2.755050e-02   
DiffWalk                                           -7.058695e-02   
BMI_Underweight                                     5.551115e-17   
BMI_Healthy weight                                  3.816392e-17   
BMI_Overweight                                      0.000000e+00   
BMI_Class 1 Obesity                                 1.665335e-16   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                 2.775558e-17   
GenHlth_Excellent                                  -1.182888e-01   
GenHlth_Very good                                   2.165080e-01   
GenHlth_Good                                        2.310606e-01   
GenHlth_Fair                                       -3.101796e-01   
GenHlth_Poor                                       -1.910032e-02   
MentHlth_0                                          1.324931e-01   
MentHlth_1-5                                       -6.958864e-02   
MentHlth_6-10                                      -2.795227e-02   
MentHlth_11-15                                      7.920667e-02   
MentHlth_16-20                                     -1.489351e-02   
MentHlth_21-25                                     -2.371084e-02   
MentHlth_26-30                                     -7.555452e-02   
PhysHlth_0                                          8.357921e-02   
PhysHlth_1-5                                        7.319654e-03   
PhysHlth_6-10                                      -3.551535e-02   
PhysHlth_11-15                                     -1.367323e-02   
PhysHlth_16-20                                     -6.795386e-03   
PhysHlth_21-25                                     -1.101021e-02   
PhysHlth_26-30                                     -2.390469e-02   
Education_Never attended school or only kinderg... -4.038968e-28   
Education_Elementary                               -3.100546e-03   
Education_Some high school                          4.489418e-02   
Education_High school graduate                     -2.066212e-02   
Education_Some college or technical school         -2.063187e-02   
Education_College graduate                         -4.996398e-04   
Income_Less than $10,000                           -1.650894e-02   
Income_$10,000-$14,999                              1.937337e-02   
Income_$15,000-$19,999                             -1.619945e-01   
Income_$20,000-$24,999                              2.117297e-01   
Income_$25,000-$34,999                             -7.873622e-02   
Income_$35,000-$49,999                             -5.201289e-02   
Income_$50,000-$74,999                              9.667168e-02   
Income_$75,000 or more                             -1.852211e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC8  \
HighBP                                              3.183379e-02   
HighChol                                            1.259236e-01   
CholCheck                                          -4.664528e-02   
Smoker                                              1.346524e-01   
Stroke                                              4.580333e-03   
HeartDiseaseorAttack                                1.284667e-02   
PhysActivity                                       -2.698910e-01   
Fruits                                             -3.457768e-02   
Veggies                                            -1.226947e-01   
HvyAlcoholConsump                                  -1.997662e-02   
AnyHealthcare                                      -2.507525e-01   
NoDocbcCost                                         5.314545e-01   
DiffWalk                                            3.130363e-02   
BMI_Underweight                                     2.862294e-17   
BMI_Healthy weight                                 -1.110223e-16   
BMI_Overweight                                     -1.387779e-17   
BMI_Class 1 Obesity                                 9.714451e-17   
BMI_Class 2 Obesity                                 2.775558e-17   
BMI_Class 3 Obesity                                 5.551115e-17   
GenHlth_Excellent                                   5.720657e-02   
GenHlth_Very good                                  -1.551185e-01   
GenHlth_Good                                       -1.388388e-01   
GenHlth_Fair                                        2.462612e-01   
GenHlth_Poor                                       -9.510516e-03   
MentHlth_0                                         -5.281571e-02   
MentHlth_1-5                                       -1.707632e-01   
MentHlth_6-10                                       6.149058e-02   
MentHlth_11-15                                      2.732110e-02   
MentHlth_16-20                                     -9.249505e-03   
MentHlth_21-25                                      2.729659e-02   
MentHlth_26-30                                      1.167201e-01   
PhysHlth_0                                          2.520607e-01   
PhysHlth_1-5                                       -2.238674e-01   
PhysHlth_6-10                                      -1.714534e-02   
PhysHlth_11-15                                     -1.754650e-02   
PhysHlth_16-20                                      1.024025e-03   
PhysHlth_21-25                                      6.845961e-03   
PhysHlth_26-30                                     -1.371399e-03   
Education_Never attended school or only kinderg... -5.169879e-26   
Education_Elementary                                4.811660e-03   
Education_Some high school                         -6.566635e-03   
Education_High school graduate                     -3.652619e-01   
Education_Some college or technical school          1.152218e-01   
Education_College graduate                          2.517950e-01   
Income_Less than $10,000                           -2.211804e-02   
Income_$10,000-$14,999                             -4.207588e-02   
Income_$15,000-$19,999                              1.070511e-01   
Income_$20,000-$24,999                              1.159859e-01   
Income_$25,000-$34,999                             -1.264581e-01   
Income_$35,000-$49,999                              7.994861e-03   
Income_$50,000-$74,999                             -1.452860e-02   
Income_$75,000 or more                             -2.585124e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC9  \
HighBP                                             -1.464553e-01   
HighChol                                           -8.914258e-02   
CholCheck                                           6.177076e-02   
Smoker                                              5.444233e-02   
Stroke                                             -8.247087e-03   
HeartDiseaseorAttack                               -1.241573e-02   
PhysActivity                                        2.851112e-01   
Fruits                                             -3.437435e-01   
Veggies                                             1.728508e-01   
HvyAlcoholConsump                                   1.821536e-02   
AnyHealthcare                                       1.368374e-01   
NoDocbcCost                                        -1.730705e-01   
DiffWalk                                           -2.318157e-02   
BMI_Underweight                                     0.000000e+00   
BMI_Healthy weight                                 -5.551115e-17   
BMI_Overweight                                      0.000000e+00   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                 1.387779e-17   
BMI_Class 3 Obesity                                 2.081668e-17   
GenHlth_Excellent                                   1.261627e-01   
GenHlth_Very good                                  -2.829083e-01   
GenHlth_Good                                       -1.720316e-01   
GenHlth_Fair                                        3.197185e-01   
GenHlth_Poor                                        9.058595e-03   
MentHlth_0                                          3.543966e-02   
MentHlth_1-5                                       -1.429195e-01   
MentHlth_6-10                                       1.105728e-01   
MentHlth_11-15                                     -8.355968e-02   
MentHlth_16-20                                      1.329089e-02   
MentHlth_21-25                                     -1.617117e-02   
MentHlth_26-30                                      8.334704e-02   
PhysHlth_0                                          1.305928e-02   
PhysHlth_1-5                                       -4.986606e-02   
PhysHlth_6-10                                       3.261540e-02   
PhysHlth_11-15                                     -1.937886e-02   
PhysHlth_16-20                                      2.536795e-03   
PhysHlth_21-25                                      8.708454e-03   
PhysHlth_26-30                                      1.232500e-02   
Education_Never attended school or only kinderg...  0.000000e+00   
Education_Elementary                               -6.120246e-03   
Education_Some high school                         -6.772992e-03   
Education_High school graduate                      2.225935e-02   
Education_Some college or technical school         -2.293436e-02   
Education_College graduate                          1.356825e-02   
Income_Less than $10,000                            4.018148e-03   
Income_$10,000-$14,999                             -8.804751e-03   
Income_$15,000-$19,999                              5.219569e-02   
Income_$20,000-$24,999                             -8.712087e-02   
Income_$25,000-$34,999                             -3.658848e-01   
Income_$35,000-$49,999                             -2.217403e-01   
Income_$50,000-$74,999                              3.935431e-01   
Income_$75,000 or more                              2.337938e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC10  ...  \
HighBP                                             -2.714063e-02  ...   
HighChol                                           -2.227912e-01  ...   
CholCheck                                          -1.760692e-02  ...   
Smoker                                             -3.091670e-01  ...   
Stroke                                             -9.547046e-03  ...   
HeartDiseaseorAttack                               -2.685646e-02  ...   
PhysActivity                                        4.784625e-01  ...   
Fruits                                             -6.776377e-02  ...   
Veggies                                            -1.339282e-01  ...   
HvyAlcoholConsump                                  -1.791533e-02  ...   
AnyHealthcare                                      -1.535680e-01  ...   
NoDocbcCost                                         4.760993e-01  ...   
DiffWalk                                           -1.372829e-01  ...   
BMI_Underweight                                     1.214306e-16  ...   
BMI_Healthy weight                                 -8.326673e-17  ...   
BMI_Overweight                                     -3.400058e-16  ...   
BMI_Class 1 Obesity                                 1.110223e-16  ...   
BMI_Class 2 Obesity                                -1.110223e-16  ...   
BMI_Class 3 Obesity                                -5.551115e-17  ...   
GenHlth_Excellent                                  -1.764237e-02  ...   
GenHlth_Very good                                   1.026858e-01  ...   
GenHlth_Good                                        2.330092e-02  ...   
GenHlth_Fair                                       -3.257397e-02  ...   
GenHlth_Poor                                       -7.577043e-02  ...   
MentHlth_0                                         -1.897715e-02  ...   
MentHlth_1-5                                       -1.298689e-01  ...   
MentHlth_6-10                                       6.528219e-02  ...   
MentHlth_11-15                                      6.264037e-02  ...   
MentHlth_16-20                                      3.376528e-02  ...   
MentHlth_21-25                                      1.597191e-02  ...   
MentHlth_26-30                                     -2.881374e-02  ...   
PhysHlth_0                                          9.506305e-02  ...   
PhysHlth_1-5                                        1.437144e-01  ...   
PhysHlth_6-10                                      -5.899347e-02  ...   
PhysHlth_11-15                                     -7.596703e-02  ...   
PhysHlth_16-20                                     -1.723871e-02  ...   
PhysHlth_21-25                                      1.381547e-03  ...   
PhysHlth_26-30                                     -8.795980e-02  ...   
Education_Never attended school or only kinderg...  2.117582e-22  ...   
Education_Elementary                               -3.349071e-02  ...   
Education_Some high school                         -2.088026e-02  ...   
Education_High school graduate                      1.414056e-01  ...   
Education_Some college or technical school          3.102360e-02  ...   
Education_College graduate                         -1.180582e-01  ...   
Income_Less than $10,000                           -5.722566e-02  ...   
Income_$10,000-$14,999                             -5.233809e-02  ...   
Income_$15,000-$19,999                             -1.260182e-01  ...   
Income_$20,000-$24,999                              1.857506e-01  ...   
Income_$25,000-$34,999                              2.208012e-01  ...   
Income_$35,000-$49,999                             -2.931824e-01  ...   
Income_$50,000-$74,999                              1.527897e-02  ...   
Income_$75,000 or more                              1.069336e-01  ...   
Sex_Female                                         -0.000000e+00  ...   
Sex_Male                                           -0.000000e+00  ...   
Age_18-29                                          -0.000000e+00  ...   
Age_30-49                                          -0.000000e+00  ...   
Age_50-64                                          -0.000000e+00  ...   
Age_65+                                            -0.000000e+00  ...   

                                                            PC49  \
HighBP                                              0.000000e+00   
HighChol                                           -3.903128e-17   
CholCheck                                           1.312126e-16   
Smoker                                             -1.027717e-16   
Stroke                                              2.665468e-16   
HeartDiseaseorAttack                               -2.928527e-16   
PhysActivity                                        1.652828e-16   
Fruits                                              1.036249e-16   
Veggies                                            -5.649855e-17   
HvyAlcoholConsump                                   4.827181e-17   
AnyHealthcare                                       2.180718e-17   
NoDocbcCost                                        -9.107935e-17   
DiffWalk                                            5.329952e-17   
BMI_Underweight                                     5.947197e-01   
BMI_Healthy weight                                  7.830647e-03   
BMI_Overweight                                     -4.703941e-01   
BMI_Class 1 Obesity                                -8.628176e-02   
BMI_Class 2 Obesity                                 4.601982e-01   
BMI_Class 3 Obesity                                 2.882501e-01   
GenHlth_Excellent                                  -7.945860e-03   
GenHlth_Very good                                  -7.945860e-03   
GenHlth_Good                                       -7.945860e-03   
GenHlth_Fair                                       -7.945860e-03   
GenHlth_Poor                                       -7.945860e-03   
MentHlth_0                                          7.296683e-03   
MentHlth_1-5                                        7.296683e-03   
MentHlth_6-10                                       7.296683e-03   
MentHlth_11-15                                      7.296683e-03   
MentHlth_16-20                                      7.296683e-03   
MentHlth_21-25                                      7.296683e-03   
MentHlth_26-30                                      7.296683e-03   
PhysHlth_0                                          1.945821e-02   
PhysHlth_1-5                                        1.945821e-02   
PhysHlth_6-10                                       1.945821e-02   
PhysHlth_11-15                                      1.945821e-02   
PhysHlth_16-20                                      1.945821e-02   
PhysHlth_21-25                                      1.945821e-02   
PhysHlth_26-30                                      1.945821e-02   
Education_Never attended school or only kinderg...  3.448044e-01   
Education_Elementary                                7.643435e-03   
Education_Some high school                          7.643435e-03   
Education_High school graduate                      7.643435e-03   
Education_Some college or technical school          7.643435e-03   
Education_College graduate                          7.643435e-03   
Income_Less than $10,000                            4.191627e-03   
Income_$10,000-$14,999                              4.191627e-03   
Income_$15,000-$19,999                              4.191627e-03   
Income_$20,000-$24,999                              4.191627e-03   
Income_$25,000-$34,999                              4.191627e-03   
Income_$35,000-$49,999                              4.191627e-03   
Income_$50,000-$74,999                              4.191627e-03   
Income_$75,000 or more                              4.191627e-03   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC50  PC51  PC52  \
HighBP                                              0.000000e+00   0.0   0.0   
HighChol                                            1.630640e-16   0.0   0.0   
CholCheck                                          -2.471831e-16   0.0   0.0   
Smoker                                             -2.589847e-17   0.0   0.0   
Stroke                                             -1.167645e-17   0.0   0.0   
HeartDiseaseorAttack                                2.401228e-16   0.0   0.0   
PhysActivity                                       -3.024743e-17   0.0   0.0   
Fruits                                              3.935879e-18   0.0   0.0   
Veggies                                            -1.578847e-17   0.0   0.0   
HvyAlcoholConsump                                   2.885446e-16   0.0   0.0   
AnyHealthcare                                      -2.602462e-17   0.0   0.0   
NoDocbcCost                                         1.073069e-16   0.0   0.0   
DiffWalk                                           -1.251888e-16   0.0   0.0   
BMI_Underweight                                    -4.459823e-01   0.0   0.0   
BMI_Healthy weight                                 -1.486106e-01   0.0   0.0   
BMI_Overweight                                      6.298150e-02   0.0   0.0   
BMI_Class 1 Obesity                                -2.508796e-01   0.0   0.0   
BMI_Class 2 Obesity                                 1.739818e-01   0.0   0.0   
BMI_Class 3 Obesity                                -2.551424e-01   0.0   0.0   
GenHlth_Excellent                                   4.278143e-02   0.0   0.0   
GenHlth_Very good                                   4.278143e-02   0.0   0.0   
GenHlth_Good                                        4.278143e-02   0.0   0.0   
GenHlth_Fair                                        4.278143e-02   0.0   0.0   
GenHlth_Poor                                        4.278143e-02   0.0   0.0   
MentHlth_0                                          5.995909e-03   0.0   0.0   
MentHlth_1-5                                        5.995909e-03   0.0   0.0   
MentHlth_6-10                                       5.995909e-03   0.0   0.0   
MentHlth_11-15                                      5.995909e-03   0.0   0.0   
MentHlth_16-20                                      5.995909e-03   0.0   0.0   
MentHlth_21-25                                      5.995909e-03   0.0   0.0   
MentHlth_26-30                                      5.995909e-03   0.0   0.0   
PhysHlth_0                                          5.227167e-03   0.0   0.0   
PhysHlth_1-5                                        5.227167e-03   0.0   0.0   
PhysHlth_6-10                                       5.227167e-03   0.0   0.0   
PhysHlth_11-15                                      5.227167e-03   0.0   0.0   
PhysHlth_16-20                                      5.227167e-03   0.0   0.0   
PhysHlth_21-25                                      5.227167e-03   0.0   0.0   
PhysHlth_26-30                                      5.227167e-03   0.0   0.0   
Education_Never attended school or only kinderg...  7.791723e-01   0.0   0.0   
Education_Elementary                               -1.950995e-03   0.0   0.0   
Education_Some high school                         -1.950995e-03   0.0   0.0   
Education_High school graduate                     -1.950995e-03   0.0   0.0   
Education_Some college or technical school         -1.950995e-03   0.0   0.0   
Education_College graduate                         -1.950995e-03   0.0   0.0   
Income_Less than $10,000                           -1.473687e-03   0.0   0.0   
Income_$10,000-$14,999                             -1.473687e-03   0.0   0.0   
Income_$15,000-$19,999                             -1.473687e-03   0.0   0.0   
Income_$20,000-$24,999                             -1.473687e-03   0.0   0.0   
Income_$25,000-$34,999                             -1.473687e-03   0.0   0.0   
Income_$35,000-$49,999                             -1.473687e-03   0.0   0.0   
Income_$50,000-$74,999                             -1.473687e-03   0.0   0.0   
Income_$75,000 or more                             -1.473687e-03   0.0   0.0   
Sex_Female                                          0.000000e+00   1.0   0.0   
Sex_Male                                            0.000000e+00   0.0   1.0   
Age_18-29                                           0.000000e+00   0.0   0.0   
Age_30-49                                           0.000000e+00   0.0   0.0   
Age_50-64                                           0.000000e+00   0.0   0.0   
Age_65+                                             0.000000e+00   0.0   0.0   

                                                    PC53  PC54  PC55  PC56  \
HighBP                                               0.0   0.0   0.0   0.0   
HighChol                                             0.0   0.0   0.0   0.0   
CholCheck                                            0.0   0.0   0.0   0.0   
Smoker                                               0.0   0.0   0.0   0.0   
Stroke                                               0.0   0.0   0.0   0.0   
HeartDiseaseorAttack                                 0.0   0.0   0.0   0.0   
PhysActivity                                         0.0   0.0   0.0   0.0   
Fruits                                               0.0   0.0   0.0   0.0   
Veggies                                              0.0   0.0   0.0   0.0   
HvyAlcoholConsump                                    0.0   0.0   0.0   0.0   
AnyHealthcare                                        0.0   0.0   0.0   0.0   
NoDocbcCost                                          0.0   0.0   0.0   0.0   
DiffWalk                                             0.0   0.0   0.0   0.0   
BMI_Underweight                                      0.0   0.0   0.0   0.0   
BMI_Healthy weight                                   0.0   0.0   0.0   0.0   
BMI_Overweight                                       0.0   0.0   0.0   0.0   
BMI_Class 1 Obesity                                  0.0   0.0   0.0   0.0   
BMI_Class 2 Obesity                                  0.0   0.0   0.0   0.0   
BMI_Class 3 Obesity                                  0.0   0.0   0.0   0.0   
GenHlth_Excellent                                    0.0   0.0   0.0   0.0   
GenHlth_Very good                                    0.0   0.0   0.0   0.0   
GenHlth_Good                                         0.0   0.0   0.0   0.0   
GenHlth_Fair                                         0.0   0.0   0.0   0.0   
GenHlth_Poor                                         0.0   0.0   0.0   0.0   
MentHlth_0                                           0.0   0.0   0.0   0.0   
MentHlth_1-5                                         0.0   0.0   0.0   0.0   
MentHlth_6-10                                        0.0   0.0   0.0   0.0   
MentHlth_11-15                                       0.0   0.0   0.0   0.0   
MentHlth_16-20                                       0.0   0.0   0.0   0.0   
MentHlth_21-25                                       0.0   0.0   0.0   0.0   
MentHlth_26-30                                       0.0   0.0   0.0   0.0   
PhysHlth_0                                           0.0   0.0   0.0   0.0   
PhysHlth_1-5                                         0.0   0.0   0.0   0.0   
PhysHlth_6-10                                        0.0   0.0   0.0   0.0   
PhysHlth_11-15                                       0.0   0.0   0.0   0.0   
PhysHlth_16-20                                       0.0   0.0   0.0   0.0   
PhysHlth_21-25                                       0.0   0.0   0.0   0.0   
PhysHlth_26-30                                       0.0   0.0   0.0   0.0   
Education_Never attended school or only kinderg...   0.0   0.0   0.0   0.0   
Education_Elementary                                 0.0   0.0   0.0   0.0   
Education_Some high school                           0.0   0.0   0.0   0.0   
Education_High school graduate                       0.0   0.0   0.0   0.0   
Education_Some college or technical school           0.0   0.0   0.0   0.0   
Education_College graduate                           0.0   0.0   0.0   0.0   
Income_Less than $10,000                             0.0   0.0   0.0   0.0   
Income_$10,000-$14,999                               0.0   0.0   0.0   0.0   
Income_$15,000-$19,999                               0.0   0.0   0.0   0.0   
Income_$20,000-$24,999                               0.0   0.0   0.0   0.0   
Income_$25,000-$34,999                               0.0   0.0   0.0   0.0   
Income_$35,000-$49,999                               0.0   0.0   0.0   0.0   
Income_$50,000-$74,999                               0.0   0.0   0.0   0.0   
Income_$75,000 or more                               0.0   0.0   0.0   0.0   
Sex_Female                                           0.0   0.0   0.0   0.0   
Sex_Male                                             0.0   0.0   0.0   0.0   
Age_18-29                                            1.0   0.0   0.0   0.0   
Age_30-49                                            0.0   1.0   0.0   0.0   
Age_50-64                                            0.0   0.0   1.0   0.0   
Age_65+                                              0.0   0.0   0.0   1.0   

                                                            PC57          PC58  
HighBP                                             -0.000000e+00 -0.000000e+00  
HighChol                                            1.734723e-17 -1.422473e-16  
CholCheck                                           1.945674e-16  1.503727e-16  
Smoker                                             -5.253896e-17  8.760812e-17  
Stroke                                             -1.619727e-16 -6.320915e-17  
HeartDiseaseorAttack                                6.265793e-17  1.513885e-16  
PhysActivity                                       -3.349545e-17 -9.215755e-17  
Fruits                                             -3.696910e-17 -5.027808e-17  
Veggies                                            -8.031791e-17 -4.243398e-17  
HvyAlcoholConsump                                   8.339293e-18 -3.095703e-16  
AnyHealthcare                                       3.462299e-18 -1.682185e-16  
NoDocbcCost                                         3.807940e-17 -2.423041e-16  
DiffWalk                                           -2.353074e-17 -8.055086e-17  
BMI_Underweight                                    -3.750836e-01  3.109850e-01  
BMI_Healthy weight                                 -3.285762e-01  1.059082e-01  
BMI_Overweight                                     -6.976525e-03  7.626394e-01  
BMI_Class 1 Obesity                                -1.234767e-01 -4.593238e-01  
BMI_Class 2 Obesity                                 4.019008e-01  4.086206e-02  
BMI_Class 3 Obesity                                 4.022592e-01  3.008367e-01  
GenHlth_Excellent                                   1.005032e-01 -1.022402e-02  
GenHlth_Very good                                   1.005032e-01 -1.022402e-02  
GenHlth_Good                                        1.005032e-01 -1.022402e-02  
GenHlth_Fair                                        1.005032e-01 -1.022402e-02  
GenHlth_Poor                                        1.005032e-01 -1.022402e-02  
MentHlth_0                                         -4.673684e-02  8.256268e-04  
MentHlth_1-5                                       -4.673684e-02  8.256268e-04  
MentHlth_6-10                                      -4.673684e-02  8.256268e-04  
MentHlth_11-15                                     -4.673684e-02  8.256268e-04  
MentHlth_16-20                                     -4.673684e-02  8.256268e-04  
MentHlth_21-25                                     -4.673684e-02  8.256268e-04  
MentHlth_26-30                                     -4.673684e-02  8.256268e-04  
PhysHlth_0                                          1.851034e-01 -4.840031e-03  
PhysHlth_1-5                                        1.851034e-01 -4.840031e-03  
PhysHlth_6-10                                       1.851034e-01 -4.840031e-03  
PhysHlth_11-15                                      1.851034e-01 -4.840031e-03  
PhysHlth_16-20                                      1.851034e-01 -4.840031e-03  
PhysHlth_21-25                                      1.851034e-01 -4.840031e-03  
PhysHlth_26-30                                      1.851034e-01 -4.840031e-03  
Education_Never attended school or only kinderg... -3.088139e-01  8.105770e-02  
Education_Elementary                               -4.739161e-02  2.635836e-03  
Education_Some high school                         -4.739161e-02  2.635836e-03  
Education_High school graduate                     -4.739161e-02  2.635836e-03  
Education_Some college or technical school         -4.739161e-02  2.635836e-03  
Education_College graduate                         -4.739161e-02  2.635836e-03  
Income_Less than $10,000                            7.782600e-03 -8.389951e-04  
Income_$10,000-$14,999                              7.782600e-03 -8.389951e-04  
Income_$15,000-$19,999                              7.782600e-03 -8.389951e-04  
Income_$20,000-$24,999                              7.782600e-03 -8.389951e-04  
Income_$25,000-$34,999                              7.782600e-03 -8.389951e-04  
Income_$35,000-$49,999                              7.782600e-03 -8.389951e-04  
Income_$50,000-$74,999                              7.782600e-03 -8.389951e-04  
Income_$75,000 or more                              7.782600e-03 -8.389951e-04  
Sex_Female                                         -0.000000e+00 -0.000000e+00  
Sex_Male                                           -0.000000e+00 -0.000000e+00  
Age_18-29                                          -0.000000e+00 -0.000000e+00  
Age_30-49                                          -0.000000e+00 -0.000000e+00  
Age_50-64                                          -0.000000e+00 -0.000000e+00  
Age_65+                                            -0.000000e+00 -0.000000e+00  

[58 rows x 58 columns]

PCA Results for Subset_10:
        PC1       PC2       PC3       PC4       PC5       PC6       PC7  \
0  1.037010  0.669961  0.050040  0.134469  0.460896  0.212647 -0.327791   
1  0.565709  0.943362 -0.153384  0.010633 -0.320779 -0.122998 -0.435464   
2  0.670026  0.693892  0.820971 -0.084083  0.058422 -0.361819 -0.242691   
3  0.073306  0.441116 -0.464318  0.320611  1.140439 -0.013192 -0.183249   
4  0.765105  1.124361  0.505609  0.088726  0.209652 -0.727091  0.112639   

        PC8       PC9      PC10  ...          PC49          PC50  \
0  0.102529 -0.738023 -0.222141  ... -3.073446e-17 -7.048973e-18   
1  0.339530 -0.835740 -0.003954  ...  7.277072e-18 -6.331492e-17   
2  0.435745  0.545133 -0.009135  ... -4.154084e-17 -4.181234e-17   
3 -0.519831 -0.061861 -0.281834  ...  4.156260e-17  2.554219e-18   
4  0.925709 -0.596056 -0.058334  ...  2.675649e-17 -1.041562e-17   

           PC51          PC52          PC53          PC54          PC55  \
0  7.182618e-18  3.379273e-17 -2.095356e-17 -2.434902e-17 -1.144323e-17   
1 -1.782066e-17  5.940077e-18  1.326292e-17 -1.764310e-17 -3.626494e-18   
2 -3.528171e-17 -5.527002e-17  6.415916e-18  9.763614e-18  2.771772e-17   
3  2.589071e-17 -1.699968e-17 -5.221332e-17 -6.035212e-17  6.149995e-17   
4  1.460185e-17 -3.782400e-18  1.813074e-17  9.252272e-18  5.696718e-19   

           PC56          PC57          PC58  
0  8.299964e-18  7.599940e-17 -4.120990e-17  
1  5.948098e-18 -2.096572e-17  1.983404e-17  
2  5.733315e-18 -8.742338e-17 -2.422122e-17  
3 -3.923302e-18  7.496048e-17 -6.434863e-17  
4 -1.241875e-17  3.427797e-17 -2.763396e-18  

[5 rows x 58 columns]
No description has been provided for this image
For Subset_10, retain 24 components to explain 90% of the variance.


Explained Variance for Subset_11:
[9.72408117e-02 9.45005760e-02 7.24545963e-02 6.83942625e-02
 6.47238672e-02 5.07806023e-02 4.81524585e-02 4.62136426e-02
 4.01680632e-02 3.69586236e-02 3.53732605e-02 3.32318517e-02
 2.79133315e-02 2.64963939e-02 2.52767159e-02 2.45494622e-02
 2.28573645e-02 2.05667317e-02 1.94434226e-02 1.75345193e-02
 1.54714589e-02 1.37743544e-02 1.30523458e-02 1.20927648e-02
 1.12163293e-02 1.03155599e-02 8.69368336e-03 7.53620632e-03
 6.94276389e-03 5.14928945e-03 4.76022152e-03 4.35600855e-03
 3.92951853e-03 2.71476545e-03 2.17208819e-03 2.10404312e-03
 1.22601615e-03 9.80528526e-04 6.81496173e-04 1.91773687e-32
 3.01212297e-33 2.79104101e-33 1.96252482e-33 1.32673942e-33
 6.30762628e-34 6.30762628e-34 6.30762628e-34 6.30762628e-34
 6.30762628e-34 6.30762628e-34 6.30762628e-34 6.30762628e-34
 6.30762628e-34 6.30762628e-34 6.30762628e-34 6.30762628e-34
 3.15671477e-34 1.56175320e-34]

Cumulative Variance for Subset_11:
[0.09724081 0.19174139 0.26419598 0.33259025 0.39731411 0.44809472
 0.49624717 0.54246082 0.58262888 0.6195875  0.65496076 0.68819262
 0.71610595 0.74260234 0.76787906 0.79242852 0.81528588 0.83585262
 0.85529604 0.87283056 0.88830202 0.90207637 0.91512872 0.92722148
 0.93843781 0.94875337 0.95744705 0.96498326 0.97192602 0.97707531
 0.98183554 0.98619154 0.99012106 0.99283583 0.99500792 0.99711196
 0.99833798 0.9993185  1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.        ]

Loadings for Subset_11:
                                                             PC1  \
HighBP                                             -2.730441e-01   
HighChol                                           -1.750126e-01   
CholCheck                                           5.003822e-03   
Smoker                                             -3.924408e-02   
Stroke                                             -0.000000e+00   
HeartDiseaseorAttack                               -5.805961e-02   
PhysActivity                                        2.038150e-01   
Fruits                                              3.353445e-01   
Veggies                                             1.513323e-01   
HvyAlcoholConsump                                  -6.365943e-03   
AnyHealthcare                                       1.139853e-01   
NoDocbcCost                                        -1.907166e-01   
DiffWalk                                           -9.454272e-02   
BMI_Underweight                                    -0.000000e+00   
BMI_Healthy weight                                  3.388132e-21   
BMI_Overweight                                     -0.000000e+00   
BMI_Class 1 Obesity                                -3.176374e-22   
BMI_Class 2 Obesity                                -7.940934e-23   
BMI_Class 3 Obesity                                 3.308722e-24   
GenHlth_Excellent                                   1.296557e-01   
GenHlth_Very good                                   2.926449e-01   
GenHlth_Good                                       -1.803067e-01   
GenHlth_Fair                                       -2.289412e-01   
GenHlth_Poor                                       -1.305272e-02   
MentHlth_0                                          3.410924e-01   
MentHlth_1-5                                       -8.353146e-02   
MentHlth_6-10                                      -7.965366e-02   
MentHlth_11-15                                     -3.977084e-02   
MentHlth_16-20                                     -1.849481e-02   
MentHlth_21-25                                     -1.967794e-02   
MentHlth_26-30                                     -9.996367e-02   
PhysHlth_0                                          4.066631e-01   
PhysHlth_1-5                                       -2.712019e-01   
PhysHlth_6-10                                      -5.816749e-02   
PhysHlth_11-15                                     -2.763326e-02   
PhysHlth_16-20                                     -1.098501e-02   
PhysHlth_21-25                                     -1.513985e-02   
PhysHlth_26-30                                     -2.353562e-02   
Education_Never attended school or only kinderg...  9.685775e-42   
Education_Elementary                               -1.420580e-03   
Education_Some high school                         -2.634554e-02   
Education_High school graduate                     -1.145645e-01   
Education_Some college or technical school          7.546847e-02   
Education_College graduate                          6.686211e-02   
Income_Less than $10,000                            4.625351e-03   
Income_$10,000-$14,999                             -5.632670e-02   
Income_$15,000-$19,999                             -1.117028e-02   
Income_$20,000-$24,999                             -9.989770e-02   
Income_$25,000-$34,999                             -7.954468e-02   
Income_$35,000-$49,999                              1.307878e-01   
Income_$50,000-$74,999                             -2.852547e-02   
Income_$75,000 or more                              1.400517e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC2  \
HighBP                                              2.109325e-01   
HighChol                                            9.452377e-02   
CholCheck                                          -2.739375e-05   
Smoker                                              9.317699e-04   
Stroke                                              1.110223e-16   
HeartDiseaseorAttack                               -1.527698e-02   
PhysActivity                                       -4.719092e-02   
Fruits                                             -1.527288e-01   
Veggies                                            -1.365359e-01   
HvyAlcoholConsump                                  -3.064695e-02   
AnyHealthcare                                       3.402827e-02   
NoDocbcCost                                        -6.130651e-02   
DiffWalk                                            1.003686e-02   
BMI_Underweight                                    -2.710505e-20   
BMI_Healthy weight                                 -6.776264e-21   
BMI_Overweight                                     -1.694066e-21   
BMI_Class 1 Obesity                                -4.235165e-22   
BMI_Class 2 Obesity                                 1.058791e-22   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                  -9.379926e-03   
GenHlth_Very good                                  -2.416253e-01   
GenHlth_Good                                        3.134517e-01   
GenHlth_Fair                                       -7.311808e-02   
GenHlth_Poor                                        1.067154e-02   
MentHlth_0                                          3.099800e-01   
MentHlth_1-5                                       -2.462053e-01   
MentHlth_6-10                                      -5.406737e-02   
MentHlth_11-15                                     -1.576401e-02   
MentHlth_16-20                                     -2.859130e-02   
MentHlth_21-25                                      1.559065e-02   
MentHlth_26-30                                      1.905734e-02   
PhysHlth_0                                          3.186172e-01   
PhysHlth_1-5                                       -3.376386e-01   
PhysHlth_6-10                                       1.068407e-02   
PhysHlth_11-15                                      1.002786e-02   
PhysHlth_16-20                                     -9.915989e-03   
PhysHlth_21-25                                      3.834618e-03   
PhysHlth_26-30                                      4.390787e-03   
Education_Never attended school or only kinderg...  3.443831e-41   
Education_Elementary                                8.296190e-03   
Education_Some high school                         -6.474210e-03   
Education_High school graduate                      4.687112e-01   
Education_Some college or technical school         -3.142798e-01   
Education_College graduate                         -1.562534e-01   
Income_Less than $10,000                            2.217947e-02   
Income_$10,000-$14,999                              1.601603e-02   
Income_$15,000-$19,999                             -9.429421e-03   
Income_$20,000-$24,999                              2.157592e-02   
Income_$25,000-$34,999                              5.598618e-02   
Income_$35,000-$49,999                              2.544422e-02   
Income_$50,000-$74,999                             -7.242704e-02   
Income_$75,000 or more                             -5.934536e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC3  \
HighBP                                             -3.352556e-02   
HighChol                                            9.915359e-02   
CholCheck                                           3.271865e-02   
Smoker                                             -7.561087e-02   
Stroke                                              8.326673e-17   
HeartDiseaseorAttack                                3.637489e-04   
PhysActivity                                       -1.054392e-01   
Fruits                                             -1.560048e-01   
Veggies                                            -1.077881e-01   
HvyAlcoholConsump                                  -5.674332e-03   
AnyHealthcare                                      -1.272414e-02   
NoDocbcCost                                        -3.600043e-02   
DiffWalk                                           -4.229866e-02   
BMI_Underweight                                    -0.000000e+00   
BMI_Healthy weight                                  1.387779e-17   
BMI_Overweight                                     -0.000000e+00   
BMI_Class 1 Obesity                                 1.734723e-18   
BMI_Class 2 Obesity                                 6.505213e-19   
BMI_Class 3 Obesity                                -5.421011e-20   
GenHlth_Excellent                                  -3.445755e-02   
GenHlth_Very good                                   1.666441e-02   
GenHlth_Good                                        1.882379e-01   
GenHlth_Fair                                       -1.672419e-01   
GenHlth_Poor                                       -3.202825e-03   
MentHlth_0                                          4.872663e-01   
MentHlth_1-5                                       -4.730695e-01   
MentHlth_6-10                                      -3.074994e-03   
MentHlth_11-15                                      2.388278e-02   
MentHlth_16-20                                     -4.446024e-03   
MentHlth_21-25                                     -7.146012e-03   
MentHlth_26-30                                     -2.341252e-02   
PhysHlth_0                                         -2.835715e-01   
PhysHlth_1-5                                        2.827818e-01   
PhysHlth_6-10                                       7.667236e-03   
PhysHlth_11-15                                     -1.458420e-02   
PhysHlth_16-20                                      3.082087e-03   
PhysHlth_21-25                                     -4.570687e-03   
PhysHlth_26-30                                      9.195256e-03   
Education_Never attended school or only kinderg...  5.759922e-37   
Education_Elementary                                1.018007e-02   
Education_Some high school                         -8.479726e-03   
Education_High school graduate                     -2.032019e-01   
Education_Some college or technical school          3.759159e-01   
Education_College graduate                         -1.744143e-01   
Income_Less than $10,000                            2.572866e-02   
Income_$10,000-$14,999                             -5.902882e-02   
Income_$15,000-$19,999                              8.119230e-03   
Income_$20,000-$24,999                             -4.421566e-02   
Income_$25,000-$34,999                             -1.208985e-02   
Income_$35,000-$49,999                             -3.779500e-02   
Income_$50,000-$74,999                             -2.919473e-02   
Income_$75,000 or more                              1.484762e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC4  \
HighBP                                              1.299021e-01   
HighChol                                           -4.197561e-02   
CholCheck                                           2.491944e-02   
Smoker                                             -2.712066e-02   
Stroke                                             -0.000000e+00   
HeartDiseaseorAttack                               -7.928795e-03   
PhysActivity                                        3.237309e-02   
Fruits                                             -1.941214e-01   
Veggies                                             3.082319e-02   
HvyAlcoholConsump                                  -1.666797e-02   
AnyHealthcare                                       6.439266e-03   
NoDocbcCost                                        -4.182650e-02   
DiffWalk                                           -8.574187e-03   
BMI_Underweight                                     1.387779e-17   
BMI_Healthy weight                                 -0.000000e+00   
BMI_Overweight                                     -0.000000e+00   
BMI_Class 1 Obesity                                -1.734723e-18   
BMI_Class 2 Obesity                                -0.000000e+00   
BMI_Class 3 Obesity                                -2.168404e-19   
GenHlth_Excellent                                  -5.474751e-02   
GenHlth_Very good                                  -2.188199e-01   
GenHlth_Good                                        3.910777e-01   
GenHlth_Fair                                       -8.920993e-02   
GenHlth_Poor                                       -2.830036e-02   
MentHlth_0                                         -2.220275e-01   
MentHlth_1-5                                        1.442228e-01   
MentHlth_6-10                                       3.767626e-03   
MentHlth_11-15                                      3.245248e-03   
MentHlth_16-20                                      3.868672e-03   
MentHlth_21-25                                     -1.237288e-03   
MentHlth_26-30                                      6.816049e-02   
PhysHlth_0                                          3.284538e-01   
PhysHlth_1-5                                       -2.873642e-01   
PhysHlth_6-10                                      -5.921615e-03   
PhysHlth_11-15                                     -1.047345e-02   
PhysHlth_16-20                                     -4.662110e-03   
PhysHlth_21-25                                     -6.856638e-03   
PhysHlth_26-30                                     -1.317579e-02   
Education_Never attended school or only kinderg...  1.269534e-36   
Education_Elementary                                8.583707e-04   
Education_Some high school                          5.444489e-03   
Education_High school graduate                     -4.242758e-01   
Education_Some college or technical school          4.740702e-01   
Education_College graduate                         -5.609723e-02   
Income_Less than $10,000                           -4.286205e-02   
Income_$10,000-$14,999                              4.069985e-02   
Income_$15,000-$19,999                              3.612143e-02   
Income_$20,000-$24,999                              9.354322e-02   
Income_$25,000-$34,999                             -9.395781e-02   
Income_$35,000-$49,999                              1.156096e-01   
Income_$50,000-$74,999                             -2.401056e-02   
Income_$75,000 or more                             -1.251437e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC5  \
HighBP                                              1.780193e-02   
HighChol                                            1.096428e-01   
CholCheck                                           1.127948e-01   
Smoker                                             -1.650708e-01   
Stroke                                              3.469447e-17   
HeartDiseaseorAttack                               -3.965451e-03   
PhysActivity                                       -1.101893e-02   
Fruits                                              2.733107e-01   
Veggies                                             1.560630e-01   
HvyAlcoholConsump                                  -3.629229e-03   
AnyHealthcare                                       1.381014e-01   
NoDocbcCost                                        -9.605016e-02   
DiffWalk                                           -5.852889e-02   
BMI_Underweight                                     1.110223e-16   
BMI_Healthy weight                                  0.000000e+00   
BMI_Overweight                                      2.775558e-17   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                -6.938894e-18   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                   9.528327e-02   
GenHlth_Very good                                  -3.062446e-01   
GenHlth_Good                                        4.535343e-01   
GenHlth_Fair                                       -2.165520e-01   
GenHlth_Poor                                       -2.602098e-02   
MentHlth_0                                          5.315924e-02   
MentHlth_1-5                                        1.559456e-01   
MentHlth_6-10                                      -6.360448e-02   
MentHlth_11-15                                     -2.165261e-02   
MentHlth_16-20                                     -3.175068e-02   
MentHlth_21-25                                     -9.952737e-03   
MentHlth_26-30                                     -8.214436e-02   
PhysHlth_0                                         -1.219320e-01   
PhysHlth_1-5                                        1.889671e-01   
PhysHlth_6-10                                      -4.705038e-03   
PhysHlth_11-15                                     -1.607943e-02   
PhysHlth_16-20                                     -1.355606e-02   
PhysHlth_21-25                                     -1.524781e-02   
PhysHlth_26-30                                     -1.744679e-02   
Education_Never attended school or only kinderg... -2.106486e-35   
Education_Elementary                                1.203958e-03   
Education_Some high school                          1.016787e-02   
Education_High school graduate                     -1.496618e-01   
Education_Some college or technical school         -3.012757e-01   
Education_College graduate                          4.395657e-01   
Income_Less than $10,000                           -5.418449e-02   
Income_$10,000-$14,999                             -6.648107e-02   
Income_$15,000-$19,999                             -2.121615e-02   
Income_$20,000-$24,999                             -1.734411e-02   
Income_$25,000-$34,999                             -7.653470e-02   
Income_$35,000-$49,999                             -5.244518e-02   
Income_$50,000-$74,999                              9.507892e-02   
Income_$75,000 or more                              1.931268e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC6  \
HighBP                                             -3.389823e-01   
HighChol                                           -1.671248e-01   
CholCheck                                          -4.781386e-02   
Smoker                                              4.794866e-01   
Stroke                                              1.387779e-17   
HeartDiseaseorAttack                               -8.437781e-03   
PhysActivity                                        1.114843e-01   
Fruits                                              4.217148e-01   
Veggies                                             2.279089e-01   
HvyAlcoholConsump                                   3.050189e-02   
AnyHealthcare                                       1.119501e-03   
NoDocbcCost                                         1.434966e-01   
DiffWalk                                           -5.060338e-03   
BMI_Underweight                                    -3.469447e-18   
BMI_Healthy weight                                  5.551115e-17   
BMI_Overweight                                     -8.326673e-17   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                 1.387779e-17   
BMI_Class 3 Obesity                                -6.938894e-18   
GenHlth_Excellent                                  -7.623503e-03   
GenHlth_Very good                                  -3.550518e-01   
GenHlth_Good                                        2.108917e-01   
GenHlth_Fair                                        1.128825e-01   
GenHlth_Poor                                        3.890101e-02   
MentHlth_0                                         -1.270592e-02   
MentHlth_1-5                                       -1.003014e-01   
MentHlth_6-10                                      -9.361651e-03   
MentHlth_11-15                                      1.162228e-02   
MentHlth_16-20                                      3.419307e-02   
MentHlth_21-25                                     -8.849780e-03   
MentHlth_26-30                                      8.540340e-02   
PhysHlth_0                                         -9.258968e-02   
PhysHlth_1-5                                        4.451027e-02   
PhysHlth_6-10                                      -2.664117e-02   
PhysHlth_11-15                                      8.695327e-03   
PhysHlth_16-20                                      1.289716e-02   
PhysHlth_21-25                                      3.511707e-03   
PhysHlth_26-30                                      4.961638e-02   
Education_Never attended school or only kinderg...  0.000000e+00   
Education_Elementary                                1.434884e-02   
Education_Some high school                          1.787238e-02   
Education_High school graduate                      1.420419e-01   
Education_Some college or technical school          1.243094e-01   
Education_College graduate                         -2.985725e-01   
Income_Less than $10,000                            2.230649e-02   
Income_$10,000-$14,999                             -1.146637e-02   
Income_$15,000-$19,999                              1.446938e-02   
Income_$20,000-$24,999                              8.708633e-02   
Income_$25,000-$34,999                             -2.291020e-02   
Income_$35,000-$49,999                             -4.322886e-02   
Income_$50,000-$74,999                              3.223641e-02   
Income_$75,000 or more                             -7.849318e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC7  \
HighBP                                              3.210542e-01   
HighChol                                           -1.776002e-02   
CholCheck                                           7.318761e-02   
Smoker                                              5.217633e-01   
Stroke                                             -1.249001e-16   
HeartDiseaseorAttack                                1.246148e-03   
PhysActivity                                       -1.624738e-01   
Fruits                                             -1.130311e-01   
Veggies                                             2.116095e-01   
HvyAlcoholConsump                                   1.645069e-02   
AnyHealthcare                                       4.628866e-02   
NoDocbcCost                                         7.769408e-02   
DiffWalk                                            9.549693e-02   
BMI_Underweight                                     2.775558e-17   
BMI_Healthy weight                                  2.775558e-17   
BMI_Overweight                                      1.110223e-16   
BMI_Class 1 Obesity                                -1.110223e-16   
BMI_Class 2 Obesity                                -1.665335e-16   
BMI_Class 3 Obesity                                -8.326673e-17   
GenHlth_Excellent                                   2.434419e-02   
GenHlth_Very good                                  -6.353555e-02   
GenHlth_Good                                       -1.758133e-01   
GenHlth_Fair                                        1.830280e-01   
GenHlth_Poor                                        3.197669e-02   
MentHlth_0                                          5.074186e-02   
MentHlth_1-5                                       -2.575463e-01   
MentHlth_6-10                                       5.276425e-02   
MentHlth_11-15                                     -1.902356e-02   
MentHlth_16-20                                      3.633553e-02   
MentHlth_21-25                                      6.343201e-03   
MentHlth_26-30                                      1.303850e-01   
PhysHlth_0                                          6.935528e-02   
PhysHlth_1-5                                       -1.512957e-01   
PhysHlth_6-10                                       8.851188e-03   
PhysHlth_11-15                                      6.103403e-03   
PhysHlth_16-20                                      7.447769e-03   
PhysHlth_21-25                                      1.541649e-02   
PhysHlth_26-30                                      4.412154e-02   
Education_Never attended school or only kinderg...  0.000000e+00   
Education_Elementary                               -7.488441e-03   
Education_Some high school                          1.867457e-02   
Education_High school graduate                     -2.357323e-01   
Education_Some college or technical school         -7.779653e-02   
Education_College graduate                          3.023427e-01   
Income_Less than $10,000                           -3.761209e-02   
Income_$10,000-$14,999                              7.637124e-03   
Income_$15,000-$19,999                              5.499006e-02   
Income_$20,000-$24,999                             -9.537653e-02   
Income_$25,000-$34,999                             -1.006326e-01   
Income_$35,000-$49,999                             -8.580848e-02   
Income_$50,000-$74,999                             -1.055517e-01   
Income_$75,000 or more                              3.623542e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC8  \
HighBP                                             -2.675841e-01   
HighChol                                           -3.945446e-03   
CholCheck                                           5.805662e-02   
Smoker                                              4.693810e-01   
Stroke                                              4.163336e-17   
HeartDiseaseorAttack                                3.886012e-03   
PhysActivity                                       -1.583162e-01   
Fruits                                             -2.282984e-01   
Veggies                                            -1.802199e-01   
HvyAlcoholConsump                                   2.135659e-02   
AnyHealthcare                                       2.032679e-01   
NoDocbcCost                                        -2.701968e-01   
DiffWalk                                           -2.719792e-03   
BMI_Underweight                                     4.163336e-17   
BMI_Healthy weight                                  2.775558e-17   
BMI_Overweight                                      2.775558e-17   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                -1.665335e-16   
BMI_Class 3 Obesity                                 5.551115e-17   
GenHlth_Excellent                                  -1.279261e-01   
GenHlth_Very good                                   2.607978e-01   
GenHlth_Good                                        1.987007e-01   
GenHlth_Fair                                       -3.775459e-01   
GenHlth_Poor                                        4.597344e-02   
MentHlth_0                                         -1.971405e-01   
MentHlth_1-5                                        1.478085e-01   
MentHlth_6-10                                      -9.404169e-02   
MentHlth_11-15                                      9.852150e-02   
MentHlth_16-20                                     -1.869306e-02   
MentHlth_21-25                                      5.916586e-03   
MentHlth_26-30                                      5.762871e-02   
PhysHlth_0                                         -7.826884e-02   
PhysHlth_1-5                                        6.225878e-02   
PhysHlth_6-10                                      -2.632074e-02   
PhysHlth_11-15                                      3.212479e-02   
PhysHlth_16-20                                     -3.542022e-02   
PhysHlth_21-25                                     -2.893756e-03   
PhysHlth_26-30                                      4.851999e-02   
Education_Never attended school or only kinderg...  0.000000e+00   
Education_Elementary                               -3.810913e-02   
Education_Some high school                          3.914534e-03   
Education_High school graduate                      9.032072e-02   
Education_Some college or technical school         -7.336426e-02   
Education_College graduate                          1.723814e-02   
Income_Less than $10,000                           -2.783419e-02   
Income_$10,000-$14,999                              1.028801e-02   
Income_$15,000-$19,999                              8.136203e-03   
Income_$20,000-$24,999                             -1.822011e-01   
Income_$25,000-$34,999                              1.168442e-01   
Income_$35,000-$49,999                              1.634888e-01   
Income_$50,000-$74,999                             -1.434402e-01   
Income_$75,000 or more                              5.471831e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC9  \
HighBP                                              5.497913e-01   
HighChol                                            2.524328e-01   
CholCheck                                           1.013433e-01   
Smoker                                              1.702588e-01   
Stroke                                              1.387779e-16   
HeartDiseaseorAttack                               -4.627393e-03   
PhysActivity                                        3.124913e-01   
Fruits                                              1.868731e-01   
Veggies                                             3.485874e-01   
HvyAlcoholConsump                                  -5.734662e-04   
AnyHealthcare                                       7.300283e-02   
NoDocbcCost                                        -1.460674e-01   
DiffWalk                                           -3.445257e-03   
BMI_Underweight                                     3.469447e-17   
BMI_Healthy weight                                  5.551115e-17   
BMI_Overweight                                      8.326673e-17   
BMI_Class 1 Obesity                                -9.540979e-18   
BMI_Class 2 Obesity                                -2.775558e-17   
BMI_Class 3 Obesity                                -5.551115e-17   
GenHlth_Excellent                                  -2.428459e-01   
GenHlth_Very good                                   3.262848e-01   
GenHlth_Good                                        6.646556e-02   
GenHlth_Fair                                       -1.202589e-01   
GenHlth_Poor                                       -2.964553e-02   
MentHlth_0                                          4.265714e-02   
MentHlth_1-5                                        7.990749e-02   
MentHlth_6-10                                      -5.031230e-02   
MentHlth_11-15                                     -2.930462e-02   
MentHlth_16-20                                      4.111640e-03   
MentHlth_21-25                                     -6.946563e-05   
MentHlth_26-30                                     -4.698989e-02   
PhysHlth_0                                         -7.665463e-02   
PhysHlth_1-5                                        1.352358e-01   
PhysHlth_6-10                                       2.764543e-02   
PhysHlth_11-15                                     -2.410465e-02   
PhysHlth_16-20                                     -3.786873e-02   
PhysHlth_21-25                                     -1.265550e-02   
PhysHlth_26-30                                     -1.159769e-02   
Education_Never attended school or only kinderg...  0.000000e+00   
Education_Elementary                               -4.665488e-02   
Education_Some high school                          1.981999e-02   
Education_High school graduate                      1.107590e-01   
Education_Some college or technical school          8.201098e-02   
Education_College graduate                         -1.659351e-01   
Income_Less than $10,000                           -2.585949e-02   
Income_$10,000-$14,999                              9.362038e-03   
Income_$15,000-$19,999                             -2.831871e-02   
Income_$20,000-$24,999                              1.319782e-01   
Income_$25,000-$34,999                             -1.279008e-02   
Income_$35,000-$49,999                              3.593473e-02   
Income_$50,000-$74,999                              2.262413e-02   
Income_$75,000 or more                             -1.329308e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC10  ...  \
HighBP                                             -2.048587e-01  ...   
HighChol                                           -1.301739e-01  ...   
CholCheck                                          -3.864507e-02  ...   
Smoker                                              2.585971e-02  ...   
Stroke                                              2.081668e-17  ...   
HeartDiseaseorAttack                               -2.744084e-02  ...   
PhysActivity                                        5.048190e-02  ...   
Fruits                                             -3.354738e-01  ...   
Veggies                                             4.272688e-01  ...   
HvyAlcoholConsump                                  -2.215350e-03  ...   
AnyHealthcare                                      -3.751833e-01  ...   
NoDocbcCost                                         1.515854e-01  ...   
DiffWalk                                           -7.045935e-02  ...   
BMI_Underweight                                     2.775558e-17  ...   
BMI_Healthy weight                                  1.318390e-16  ...   
BMI_Overweight                                      1.110223e-16  ...   
BMI_Class 1 Obesity                                 1.665335e-16  ...   
BMI_Class 2 Obesity                                -1.110223e-16  ...   
BMI_Class 3 Obesity                                 1.110223e-16  ...   
GenHlth_Excellent                                  -1.681288e-01  ...   
GenHlth_Very good                                   7.249372e-02  ...   
GenHlth_Good                                        1.060450e-01  ...   
GenHlth_Fair                                        3.145179e-02  ...   
GenHlth_Poor                                       -4.186165e-02  ...   
MentHlth_0                                          1.988761e-01  ...   
MentHlth_1-5                                       -2.870571e-02  ...   
MentHlth_6-10                                       9.713180e-03  ...   
MentHlth_11-15                                     -1.222035e-01  ...   
MentHlth_16-20                                     -1.890545e-02  ...   
MentHlth_21-25                                     -2.538962e-02  ...   
MentHlth_26-30                                     -1.338502e-02  ...   
PhysHlth_0                                         -6.455231e-02  ...   
PhysHlth_1-5                                        5.473498e-02  ...   
PhysHlth_6-10                                       5.635411e-02  ...   
PhysHlth_11-15                                     -1.668642e-02  ...   
PhysHlth_16-20                                      1.530642e-02  ...   
PhysHlth_21-25                                     -1.812141e-04  ...   
PhysHlth_26-30                                     -4.497557e-02  ...   
Education_Never attended school or only kinderg...  0.000000e+00  ...   
Education_Elementary                                4.309461e-02  ...   
Education_Some high school                          1.445402e-02  ...   
Education_High school graduate                     -6.034945e-02  ...   
Education_Some college or technical school         -2.091312e-01  ...   
Education_College graduate                          2.119320e-01  ...   
Income_Less than $10,000                           -1.258183e-02  ...   
Income_$10,000-$14,999                             -2.163327e-02  ...   
Income_$15,000-$19,999                             -4.521084e-02  ...   
Income_$20,000-$24,999                              7.885634e-02  ...   
Income_$25,000-$34,999                             -2.917334e-04  ...   
Income_$35,000-$49,999                              4.008280e-01  ...   
Income_$50,000-$74,999                             -1.260035e-01  ...   
Income_$75,000 or more                             -2.739632e-01  ...   
Sex_Female                                          0.000000e+00  ...   
Sex_Male                                            0.000000e+00  ...   
Age_18-29                                           0.000000e+00  ...   
Age_30-49                                           0.000000e+00  ...   
Age_50-64                                           0.000000e+00  ...   
Age_65+                                             0.000000e+00  ...   

                                                            PC49  \
HighBP                                             -0.000000e+00   
HighChol                                            2.350008e-17   
CholCheck                                          -7.736868e-17   
Smoker                                              7.060462e-17   
Stroke                                             -2.046064e-01   
HeartDiseaseorAttack                                7.632783e-17   
PhysActivity                                        3.469447e-17   
Fruits                                             -2.029626e-16   
Veggies                                            -3.816392e-17   
HvyAlcoholConsump                                   1.804112e-16   
AnyHealthcare                                       8.326673e-17   
NoDocbcCost                                         4.683753e-17   
DiffWalk                                            4.857226e-17   
BMI_Underweight                                    -1.532953e-01   
BMI_Healthy weight                                 -3.789213e-01   
BMI_Overweight                                     -1.736240e-01   
BMI_Class 1 Obesity                                 3.555166e-01   
BMI_Class 2 Obesity                                -3.813530e-01   
BMI_Class 3 Obesity                                -4.814697e-02   
GenHlth_Excellent                                  -8.169991e-03   
GenHlth_Very good                                  -8.169991e-03   
GenHlth_Good                                       -8.169991e-03   
GenHlth_Fair                                       -8.169991e-03   
GenHlth_Poor                                       -8.169991e-03   
MentHlth_0                                          1.592094e-02   
MentHlth_1-5                                        1.592094e-02   
MentHlth_6-10                                       1.592094e-02   
MentHlth_11-15                                      1.592094e-02   
MentHlth_16-20                                      1.592094e-02   
MentHlth_21-25                                      1.592094e-02   
MentHlth_26-30                                      1.592094e-02   
PhysHlth_0                                         -2.906764e-02   
PhysHlth_1-5                                       -2.906764e-02   
PhysHlth_6-10                                      -2.906764e-02   
PhysHlth_11-15                                     -2.906764e-02   
PhysHlth_16-20                                     -2.906764e-02   
PhysHlth_21-25                                     -2.906764e-02   
PhysHlth_26-30                                     -2.906764e-02   
Education_Never attended school or only kinderg...  6.911802e-01   
Education_Elementary                                1.393274e-02   
Education_Some high school                          1.393274e-02   
Education_High school graduate                      1.393274e-02   
Education_Some college or technical school          1.393274e-02   
Education_College graduate                          1.393274e-02   
Income_Less than $10,000                           -2.411287e-03   
Income_$10,000-$14,999                             -2.411287e-03   
Income_$15,000-$19,999                             -2.411287e-03   
Income_$20,000-$24,999                             -2.411287e-03   
Income_$25,000-$34,999                             -2.411287e-03   
Income_$35,000-$49,999                             -2.411287e-03   
Income_$50,000-$74,999                             -2.411287e-03   
Income_$75,000 or more                             -2.411287e-03   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC50  PC51  PC52  \
HighBP                                             -0.000000e+00   0.0   0.0   
HighChol                                           -3.308257e-17   0.0   0.0   
CholCheck                                          -8.869139e-17   0.0   0.0   
Smoker                                             -7.475083e-17   0.0   0.0   
Stroke                                             -6.349507e-02   0.0   0.0   
HeartDiseaseorAttack                               -1.613293e-16   0.0   0.0   
PhysActivity                                       -4.597017e-17   0.0   0.0   
Fruits                                              6.505213e-17   0.0   0.0   
Veggies                                             1.647987e-17   0.0   0.0   
HvyAlcoholConsump                                  -1.075529e-16   0.0   0.0   
AnyHealthcare                                      -1.162265e-16   0.0   0.0   
NoDocbcCost                                        -1.114560e-16   0.0   0.0   
DiffWalk                                            2.949030e-17   0.0   0.0   
BMI_Underweight                                     1.857820e-01   0.0   0.0   
BMI_Healthy weight                                  4.307276e-01   0.0   0.0   
BMI_Overweight                                     -4.068843e-02   0.0   0.0   
BMI_Class 1 Obesity                                -1.998369e-01   0.0   0.0   
BMI_Class 2 Obesity                                 5.392786e-01   0.0   0.0   
BMI_Class 3 Obesity                                -2.004715e-01   0.0   0.0   
GenHlth_Excellent                                  -4.957920e-03   0.0   0.0   
GenHlth_Very good                                  -4.957920e-03   0.0   0.0   
GenHlth_Good                                       -4.957920e-03   0.0   0.0   
GenHlth_Fair                                       -4.957920e-03   0.0   0.0   
GenHlth_Poor                                       -4.957920e-03   0.0   0.0   
MentHlth_0                                          5.325411e-03   0.0   0.0   
MentHlth_1-5                                        5.325411e-03   0.0   0.0   
MentHlth_6-10                                       5.325411e-03   0.0   0.0   
MentHlth_11-15                                      5.325411e-03   0.0   0.0   
MentHlth_16-20                                      5.325411e-03   0.0   0.0   
MentHlth_21-25                                      5.325411e-03   0.0   0.0   
MentHlth_26-30                                      5.325411e-03   0.0   0.0   
PhysHlth_0                                          4.440737e-03   0.0   0.0   
PhysHlth_1-5                                        4.440737e-03   0.0   0.0   
PhysHlth_6-10                                       4.440737e-03   0.0   0.0   
PhysHlth_11-15                                      4.440737e-03   0.0   0.0   
PhysHlth_16-20                                      4.440737e-03   0.0   0.0   
PhysHlth_21-25                                      4.440737e-03   0.0   0.0   
PhysHlth_26-30                                      4.440737e-03   0.0   0.0   
Education_Never attended school or only kinderg...  6.347057e-01   0.0   0.0   
Education_Elementary                                1.058275e-03   0.0   0.0   
Education_Some high school                          1.058275e-03   0.0   0.0   
Education_High school graduate                      1.058275e-03   0.0   0.0   
Education_Some college or technical school          1.058275e-03   0.0   0.0   
Education_College graduate                          1.058275e-03   0.0   0.0   
Income_Less than $10,000                           -1.134036e-03   0.0   0.0   
Income_$10,000-$14,999                             -1.134036e-03   0.0   0.0   
Income_$15,000-$19,999                             -1.134036e-03   0.0   0.0   
Income_$20,000-$24,999                             -1.134036e-03   0.0   0.0   
Income_$25,000-$34,999                             -1.134036e-03   0.0   0.0   
Income_$35,000-$49,999                             -1.134036e-03   0.0   0.0   
Income_$50,000-$74,999                             -1.134036e-03   0.0   0.0   
Income_$75,000 or more                             -1.134036e-03   0.0   0.0   
Sex_Female                                         -0.000000e+00   1.0   0.0   
Sex_Male                                           -0.000000e+00   0.0   1.0   
Age_18-29                                          -0.000000e+00   0.0   0.0   
Age_30-49                                          -0.000000e+00   0.0   0.0   
Age_50-64                                          -0.000000e+00   0.0   0.0   
Age_65+                                            -0.000000e+00   0.0   0.0   

                                                    PC53  PC54  PC55  PC56  \
HighBP                                               0.0   0.0   0.0   0.0   
HighChol                                             0.0   0.0   0.0   0.0   
CholCheck                                            0.0   0.0   0.0   0.0   
Smoker                                               0.0   0.0   0.0   0.0   
Stroke                                               0.0   0.0   0.0   0.0   
HeartDiseaseorAttack                                 0.0   0.0   0.0   0.0   
PhysActivity                                         0.0   0.0   0.0   0.0   
Fruits                                               0.0   0.0   0.0   0.0   
Veggies                                              0.0   0.0   0.0   0.0   
HvyAlcoholConsump                                    0.0   0.0   0.0   0.0   
AnyHealthcare                                        0.0   0.0   0.0   0.0   
NoDocbcCost                                          0.0   0.0   0.0   0.0   
DiffWalk                                             0.0   0.0   0.0   0.0   
BMI_Underweight                                      0.0   0.0   0.0   0.0   
BMI_Healthy weight                                   0.0   0.0   0.0   0.0   
BMI_Overweight                                       0.0   0.0   0.0   0.0   
BMI_Class 1 Obesity                                  0.0   0.0   0.0   0.0   
BMI_Class 2 Obesity                                  0.0   0.0   0.0   0.0   
BMI_Class 3 Obesity                                  0.0   0.0   0.0   0.0   
GenHlth_Excellent                                    0.0   0.0   0.0   0.0   
GenHlth_Very good                                    0.0   0.0   0.0   0.0   
GenHlth_Good                                         0.0   0.0   0.0   0.0   
GenHlth_Fair                                         0.0   0.0   0.0   0.0   
GenHlth_Poor                                         0.0   0.0   0.0   0.0   
MentHlth_0                                           0.0   0.0   0.0   0.0   
MentHlth_1-5                                         0.0   0.0   0.0   0.0   
MentHlth_6-10                                        0.0   0.0   0.0   0.0   
MentHlth_11-15                                       0.0   0.0   0.0   0.0   
MentHlth_16-20                                       0.0   0.0   0.0   0.0   
MentHlth_21-25                                       0.0   0.0   0.0   0.0   
MentHlth_26-30                                       0.0   0.0   0.0   0.0   
PhysHlth_0                                           0.0   0.0   0.0   0.0   
PhysHlth_1-5                                         0.0   0.0   0.0   0.0   
PhysHlth_6-10                                        0.0   0.0   0.0   0.0   
PhysHlth_11-15                                       0.0   0.0   0.0   0.0   
PhysHlth_16-20                                       0.0   0.0   0.0   0.0   
PhysHlth_21-25                                       0.0   0.0   0.0   0.0   
PhysHlth_26-30                                       0.0   0.0   0.0   0.0   
Education_Never attended school or only kinderg...   0.0   0.0   0.0   0.0   
Education_Elementary                                 0.0   0.0   0.0   0.0   
Education_Some high school                           0.0   0.0   0.0   0.0   
Education_High school graduate                       0.0   0.0   0.0   0.0   
Education_Some college or technical school           0.0   0.0   0.0   0.0   
Education_College graduate                           0.0   0.0   0.0   0.0   
Income_Less than $10,000                             0.0   0.0   0.0   0.0   
Income_$10,000-$14,999                               0.0   0.0   0.0   0.0   
Income_$15,000-$19,999                               0.0   0.0   0.0   0.0   
Income_$20,000-$24,999                               0.0   0.0   0.0   0.0   
Income_$25,000-$34,999                               0.0   0.0   0.0   0.0   
Income_$35,000-$49,999                               0.0   0.0   0.0   0.0   
Income_$50,000-$74,999                               0.0   0.0   0.0   0.0   
Income_$75,000 or more                               0.0   0.0   0.0   0.0   
Sex_Female                                           0.0   0.0   0.0   0.0   
Sex_Male                                             0.0   0.0   0.0   0.0   
Age_18-29                                            1.0   0.0   0.0   0.0   
Age_30-49                                            0.0   1.0   0.0   0.0   
Age_50-64                                            0.0   0.0   1.0   0.0   
Age_65+                                              0.0   0.0   0.0   1.0   

                                                            PC57          PC58  
HighBP                                             -0.000000e+00 -0.000000e+00  
HighChol                                            1.423015e-18  3.455894e-18  
CholCheck                                           1.302513e-16  5.066413e-17  
Smoker                                             -2.514534e-17 -5.720215e-17  
Stroke                                              2.665936e-01 -3.242373e-01  
HeartDiseaseorAttack                                9.714451e-17  1.387779e-17  
PhysActivity                                        8.673617e-17 -6.938894e-18  
Fruits                                              5.204170e-17  2.775558e-17  
Veggies                                             3.122502e-17  3.469447e-17  
HvyAlcoholConsump                                  -1.040834e-16 -1.387779e-17  
AnyHealthcare                                       2.081668e-17  7.285839e-17  
NoDocbcCost                                         9.540979e-17  9.714451e-17  
DiffWalk                                            2.775558e-17 -1.387779e-17  
BMI_Underweight                                     2.251151e-01  3.011335e-01  
BMI_Healthy weight                                  1.362711e-01  5.435840e-01  
BMI_Overweight                                     -3.863805e-01  1.527160e-02  
BMI_Class 1 Obesity                                -3.485676e-01  3.208480e-01  
BMI_Class 2 Obesity                                -3.571791e-01 -4.183890e-01  
BMI_Class 3 Obesity                                 3.914443e-01 -3.315635e-01  
GenHlth_Excellent                                   3.819301e-02  4.233920e-02  
GenHlth_Very good                                   3.819301e-02  4.233920e-02  
GenHlth_Good                                        3.819301e-02  4.233920e-02  
GenHlth_Fair                                        3.819301e-02  4.233920e-02  
GenHlth_Poor                                        3.819301e-02  4.233920e-02  
MentHlth_0                                         -1.197224e-01 -1.035603e-01  
MentHlth_1-5                                       -1.197224e-01 -1.035603e-01  
MentHlth_6-10                                      -1.197224e-01 -1.035603e-01  
MentHlth_11-15                                     -1.197224e-01 -1.035603e-01  
MentHlth_16-20                                     -1.197224e-01 -1.035603e-01  
MentHlth_21-25                                     -1.197224e-01 -1.035603e-01  
MentHlth_26-30                                     -1.197224e-01 -1.035603e-01  
PhysHlth_0                                          4.556865e-02  1.236632e-03  
PhysHlth_1-5                                        4.556865e-02  1.236632e-03  
PhysHlth_6-10                                       4.556865e-02  1.236632e-03  
PhysHlth_11-15                                      4.556865e-02  1.236632e-03  
PhysHlth_16-20                                      4.556865e-02  1.236632e-03  
PhysHlth_21-25                                      4.556865e-02  1.236632e-03  
PhysHlth_26-30                                      4.556865e-02  1.236632e-03  
Education_Never attended school or only kinderg...  1.685250e-01 -1.286728e-01  
Education_Elementary                               -1.770495e-01  3.102608e-02  
Education_Some high school                         -1.770495e-01  3.102608e-02  
Education_High school graduate                     -1.770495e-01  3.102608e-02  
Education_Some college or technical school         -1.770495e-01  3.102608e-02  
Education_College graduate                         -1.770495e-01  3.102608e-02  
Income_Less than $10,000                           -9.937169e-03  4.348596e-02  
Income_$10,000-$14,999                             -9.937169e-03  4.348596e-02  
Income_$15,000-$19,999                             -9.937169e-03  4.348596e-02  
Income_$20,000-$24,999                             -9.937169e-03  4.348596e-02  
Income_$25,000-$34,999                             -9.937169e-03  4.348596e-02  
Income_$35,000-$49,999                             -9.937169e-03  4.348596e-02  
Income_$50,000-$74,999                             -9.937169e-03  4.348596e-02  
Income_$75,000 or more                             -9.937169e-03  4.348596e-02  
Sex_Female                                         -0.000000e+00 -0.000000e+00  
Sex_Male                                           -0.000000e+00 -0.000000e+00  
Age_18-29                                          -0.000000e+00 -0.000000e+00  
Age_30-49                                          -0.000000e+00 -0.000000e+00  
Age_50-64                                          -0.000000e+00 -0.000000e+00  
Age_65+                                            -0.000000e+00 -0.000000e+00  

[58 rows x 58 columns]

PCA Results for Subset_11:
        PC1       PC2       PC3       PC4       PC5       PC6       PC7  \
0  0.393905 -0.516338  0.057460  0.375010 -0.641092 -0.313829 -0.560234   
1  0.340576  0.279527  0.134077 -0.239189 -0.480946 -0.806624  0.092227   
2 -0.167646 -0.701444  1.132556 -0.185538  0.084650 -0.025660 -0.200329   
3  0.187744 -0.118264 -0.073856  1.094978 -0.018504  1.221400  0.156241   
4  0.972829  0.450728 -0.159117 -0.711559 -0.463172 -0.098393 -0.391969   

        PC8       PC9      PC10  ...          PC49          PC50  \
0 -0.180163  0.164875 -0.757925  ... -1.347085e-17 -4.847130e-17   
1 -0.322085 -0.015099 -0.195650  ...  3.020936e-19 -2.697562e-17   
2 -0.282357 -0.611960 -0.052523  ...  7.230027e-17 -7.752923e-18   
3  0.202517  0.174791 -0.164170  ...  4.127945e-17 -7.241225e-17   
4  0.150098 -0.127131  0.447597  ...  3.228638e-16 -2.664586e-16   

           PC51          PC52          PC53          PC54          PC55  \
0 -3.238020e-17 -2.163810e-17  4.429386e-18 -7.122094e-18 -4.555037e-17   
1 -2.777692e-17  4.197486e-18 -1.290912e-17 -9.913213e-17 -1.162694e-17   
2 -7.284550e-19 -1.730661e-17 -3.327910e-17 -1.514269e-17 -2.538686e-17   
3 -8.043977e-17 -7.065545e-17  1.720126e-17 -4.551340e-17  4.133367e-17   
4  7.844424e-19  5.539502e-18  5.846615e-18  1.218231e-18  1.100518e-20   

           PC56          PC57          PC58  
0  1.549820e-17  8.118273e-18 -2.303233e-17  
1  5.035526e-18 -3.572901e-17  1.491954e-17  
2  2.429363e-17 -6.994315e-18  1.376465e-17  
3 -6.210230e-17 -3.560083e-17 -5.285170e-17  
4 -9.769988e-19  1.802618e-18  9.444896e-17  

[5 rows x 58 columns]
No description has been provided for this image
For Subset_11, retain 22 components to explain 90% of the variance.


Explained Variance for Subset_12:
[9.38839443e-02 7.41731297e-02 7.04645156e-02 6.55029169e-02
 5.44310930e-02 5.03626230e-02 4.22419846e-02 4.08363516e-02
 3.71636157e-02 3.45337330e-02 3.37419815e-02 2.99171750e-02
 2.88344830e-02 2.61573004e-02 2.59465521e-02 2.50935676e-02
 2.40934932e-02 2.23892223e-02 2.14773161e-02 1.90835553e-02
 1.82497969e-02 1.77861254e-02 1.63234037e-02 1.53231096e-02
 1.49520798e-02 1.26685381e-02 1.18646688e-02 1.06010958e-02
 9.22383866e-03 8.94746721e-03 8.38262557e-03 8.15111737e-03
 6.73431534e-03 4.90070602e-03 4.24313020e-03 3.24037678e-03
 2.84028491e-03 2.33755682e-03 1.59730728e-03 1.30390177e-03
 1.85153433e-32 5.42362428e-33 5.11546017e-33 2.76190259e-33
 2.49117417e-33 8.80296238e-34 6.66470160e-34 6.66470160e-34
 6.66470160e-34 6.66470160e-34 6.66470160e-34 6.66470160e-34
 6.66470160e-34 6.66470160e-34 6.66470160e-34 6.66470160e-34
 2.04149733e-34 6.93107356e-35]

Cumulative Variance for Subset_12:
[0.09388394 0.16805707 0.23852159 0.30402451 0.3584556  0.40881822
 0.45106021 0.49189656 0.52906017 0.56359391 0.59733589 0.62725306
 0.65608755 0.68224485 0.7081914  0.73328497 0.75737846 0.77976768
 0.801245   0.82032855 0.83857835 0.85636448 0.87268788 0.88801099
 0.90296307 0.91563161 0.92749628 0.93809737 0.94732121 0.95626868
 0.9646513  0.97280242 0.97953674 0.98443744 0.98868057 0.99192095
 0.99476123 0.99709879 0.9986961  1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.        ]

Loadings for Subset_12:
                                                             PC1  \
HighBP                                             -2.057744e-01   
HighChol                                           -1.835912e-01   
CholCheck                                          -2.900239e-02   
Smoker                                             -2.622396e-01   
Stroke                                             -1.154499e-02   
HeartDiseaseorAttack                               -2.873923e-02   
PhysActivity                                        1.782030e-01   
Fruits                                              2.908591e-01   
Veggies                                             2.388630e-01   
HvyAlcoholConsump                                   1.721754e-02   
AnyHealthcare                                      -4.341984e-02   
NoDocbcCost                                        -1.795995e-01   
DiffWalk                                           -1.745455e-01   
BMI_Underweight                                     0.000000e+00   
BMI_Healthy weight                                  2.117582e-22   
BMI_Overweight                                     -2.646978e-23   
BMI_Class 1 Obesity                                 3.308722e-24   
BMI_Class 2 Obesity                                -1.654361e-24   
BMI_Class 3 Obesity                                -3.101927e-25   
GenHlth_Excellent                                   8.475004e-02   
GenHlth_Very good                                   2.190815e-01   
GenHlth_Good                                       -8.908030e-03   
GenHlth_Fair                                       -2.098423e-01   
GenHlth_Poor                                       -8.508118e-02   
MentHlth_0                                          3.236248e-01   
MentHlth_1-5                                       -3.005905e-02   
MentHlth_6-10                                      -6.327025e-02   
MentHlth_11-15                                     -9.247719e-03   
MentHlth_16-20                                     -3.012151e-02   
MentHlth_21-25                                     -1.384461e-02   
MentHlth_26-30                                     -1.770816e-01   
PhysHlth_0                                          4.262442e-01   
PhysHlth_1-5                                       -1.064982e-01   
PhysHlth_6-10                                      -7.538915e-02   
PhysHlth_11-15                                     -5.273931e-02   
PhysHlth_16-20                                     -3.761592e-02   
PhysHlth_21-25                                     -1.278834e-02   
PhysHlth_26-30                                     -1.412132e-01   
Education_Never attended school or only kinderg... -1.121039e-44   
Education_Elementary                                6.242638e-03   
Education_Some high school                         -1.991320e-02   
Education_High school graduate                     -8.273056e-02   
Education_Some college or technical school         -1.786981e-01   
Education_College graduate                          2.750992e-01   
Income_Less than $10,000                           -6.506475e-02   
Income_$10,000-$14,999                             -3.598633e-02   
Income_$15,000-$19,999                             -6.643631e-02   
Income_$20,000-$24,999                             -2.989784e-02   
Income_$25,000-$34,999                             -6.263075e-03   
Income_$35,000-$49,999                              6.760673e-02   
Income_$50,000-$74,999                              2.471666e-02   
Income_$75,000 or more                              1.113249e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC2  \
HighBP                                             -6.972976e-03   
HighChol                                            3.414022e-02   
CholCheck                                          -1.090657e-02   
Smoker                                             -1.658292e-01   
Stroke                                              1.923812e-03   
HeartDiseaseorAttack                               -3.664052e-03   
PhysActivity                                        1.170583e-01   
Fruits                                             -1.164744e-01   
Veggies                                             3.118878e-02   
HvyAlcoholConsump                                   3.640139e-03   
AnyHealthcare                                       1.176201e-01   
NoDocbcCost                                        -6.149087e-02   
DiffWalk                                           -5.343569e-02   
BMI_Underweight                                     2.775558e-17   
BMI_Healthy weight                                  2.081668e-17   
BMI_Overweight                                      3.469447e-18   
BMI_Class 1 Obesity                                -4.336809e-19   
BMI_Class 2 Obesity                                -1.084202e-19   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                  -3.175377e-02   
GenHlth_Very good                                  -5.645161e-02   
GenHlth_Good                                        2.242653e-01   
GenHlth_Fair                                       -1.021560e-01   
GenHlth_Poor                                       -3.390400e-02   
MentHlth_0                                         -3.263585e-01   
MentHlth_1-5                                        3.058963e-01   
MentHlth_6-10                                       2.484946e-02   
MentHlth_11-15                                      2.497170e-02   
MentHlth_16-20                                      3.453618e-02   
MentHlth_21-25                                     -3.020823e-03   
MentHlth_26-30                                     -6.087433e-02   
PhysHlth_0                                         -3.296900e-01   
PhysHlth_1-5                                        3.872756e-01   
PhysHlth_6-10                                       2.773921e-02   
PhysHlth_11-15                                     -1.052538e-02   
PhysHlth_16-20                                     -1.325081e-02   
PhysHlth_21-25                                     -7.131937e-03   
PhysHlth_26-30                                     -5.441662e-02   
Education_Never attended school or only kinderg...  4.408104e-39   
Education_Elementary                               -4.051037e-03   
Education_Some high school                         -1.851380e-02   
Education_High school graduate                     -2.286169e-01   
Education_Some college or technical school         -2.244753e-01   
Education_College graduate                          4.756570e-01   
Income_Less than $10,000                           -9.416925e-02   
Income_$10,000-$14,999                             -6.650333e-02   
Income_$15,000-$19,999                             -5.486335e-02   
Income_$20,000-$24,999                             -1.135079e-01   
Income_$25,000-$34,999                              5.889753e-02   
Income_$35,000-$49,999                              9.338535e-02   
Income_$50,000-$74,999                              6.479879e-02   
Income_$75,000 or more                              1.119621e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC3  \
HighBP                                             -2.995579e-02   
HighChol                                            3.534957e-02   
CholCheck                                          -4.891592e-03   
Smoker                                              1.025326e-01   
Stroke                                             -2.489730e-03   
HeartDiseaseorAttack                               -1.027573e-02   
PhysActivity                                        1.786256e-02   
Fruits                                             -2.167405e-02   
Veggies                                            -7.665630e-02   
HvyAlcoholConsump                                   3.330110e-02   
AnyHealthcare                                      -2.026624e-02   
NoDocbcCost                                         3.658152e-02   
DiffWalk                                           -1.150223e-01   
BMI_Underweight                                    -2.775558e-17   
BMI_Healthy weight                                  6.938894e-18   
BMI_Overweight                                      0.000000e+00   
BMI_Class 1 Obesity                                 4.336809e-19   
BMI_Class 2 Obesity                                 1.084202e-19   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                  -1.324235e-02   
GenHlth_Very good                                  -2.274840e-01   
GenHlth_Good                                        6.313160e-01   
GenHlth_Fair                                       -3.473884e-01   
GenHlth_Poor                                       -4.320126e-02   
MentHlth_0                                         -1.133165e-01   
MentHlth_1-5                                        2.205740e-01   
MentHlth_6-10                                       2.391807e-02   
MentHlth_11-15                                     -3.407180e-03   
MentHlth_16-20                                     -1.797415e-02   
MentHlth_21-25                                     -1.578961e-02   
MentHlth_26-30                                     -9.400461e-02   
PhysHlth_0                                          2.828281e-01   
PhysHlth_1-5                                       -1.105852e-01   
PhysHlth_6-10                                       3.473271e-02   
PhysHlth_11-15                                     -2.723329e-02   
PhysHlth_16-20                                     -2.897677e-02   
PhysHlth_21-25                                     -1.707776e-02   
PhysHlth_26-30                                     -1.336878e-01   
Education_Never attended school or only kinderg... -8.816208e-39   
Education_Elementary                                7.692760e-03   
Education_Some high school                         -2.611536e-02   
Education_High school graduate                     -1.043076e-01   
Education_Some college or technical school          3.392268e-01   
Education_College graduate                         -2.164966e-01   
Income_Less than $10,000                           -7.978030e-02   
Income_$10,000-$14,999                             -7.607800e-03   
Income_$15,000-$19,999                              2.230882e-02   
Income_$20,000-$24,999                              1.129247e-01   
Income_$25,000-$34,999                             -1.168096e-02   
Income_$35,000-$49,999                              7.669656e-02   
Income_$50,000-$74,999                             -8.026552e-02   
Income_$75,000 or more                             -3.259548e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC4  \
HighBP                                             -8.077521e-02   
HighChol                                           -1.995088e-02   
CholCheck                                          -3.239565e-03   
Smoker                                             -1.683251e-01   
Stroke                                              2.914743e-03   
HeartDiseaseorAttack                               -1.700703e-03   
PhysActivity                                        1.011688e-01   
Fruits                                              2.176592e-01   
Veggies                                             1.661992e-01   
HvyAlcoholConsump                                  -6.087579e-03   
AnyHealthcare                                      -1.065550e-02   
NoDocbcCost                                         1.819219e-01   
DiffWalk                                           -3.800733e-02   
BMI_Underweight                                     1.387779e-17   
BMI_Healthy weight                                  3.469447e-18   
BMI_Overweight                                      1.734723e-18   
BMI_Class 1 Obesity                                -0.000000e+00   
BMI_Class 2 Obesity                                 2.168404e-19   
BMI_Class 3 Obesity                                 2.710505e-20   
GenHlth_Excellent                                   3.502859e-02   
GenHlth_Very good                                   1.518803e-01   
GenHlth_Good                                       -2.849202e-01   
GenHlth_Fair                                        9.206071e-02   
GenHlth_Poor                                        5.950566e-03   
MentHlth_0                                         -3.379839e-02   
MentHlth_1-5                                        1.022995e-01   
MentHlth_6-10                                      -3.119531e-02   
MentHlth_11-15                                     -2.442213e-02   
MentHlth_16-20                                      8.756151e-03   
MentHlth_21-25                                      9.157193e-03   
MentHlth_26-30                                     -3.079704e-02   
PhysHlth_0                                         -1.593749e-01   
PhysHlth_1-5                                        1.058897e-01   
PhysHlth_6-10                                       5.764854e-02   
PhysHlth_11-15                                     -1.434667e-02   
PhysHlth_16-20                                      2.070803e-02   
PhysHlth_21-25                                      1.183477e-02   
PhysHlth_26-30                                     -2.235950e-02   
Education_Never attended school or only kinderg...  5.877472e-39   
Education_Elementary                               -9.302338e-03   
Education_Some high school                         -2.485836e-02   
Education_High school graduate                     -4.986597e-01   
Education_Some college or technical school          6.373174e-01   
Education_College graduate                         -1.044971e-01   
Income_Less than $10,000                           -1.614563e-02   
Income_$10,000-$14,999                             -6.968671e-02   
Income_$15,000-$19,999                             -2.539927e-02   
Income_$20,000-$24,999                              1.818532e-02   
Income_$25,000-$34,999                              2.521229e-02   
Income_$35,000-$49,999                              2.998981e-03   
Income_$50,000-$74,999                              2.938404e-02   
Income_$75,000 or more                              3.545098e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC5  \
HighBP                                             -8.907169e-02   
HighChol                                           -7.594854e-02   
CholCheck                                          -8.989795e-03   
Smoker                                              3.114864e-01   
Stroke                                             -1.644521e-02   
HeartDiseaseorAttack                                1.027619e-02   
PhysActivity                                        1.330434e-01   
Fruits                                              4.801399e-01   
Veggies                                             4.792548e-01   
HvyAlcoholConsump                                   5.123073e-02   
AnyHealthcare                                      -9.878191e-02   
NoDocbcCost                                         1.082073e-01   
DiffWalk                                            1.412464e-01   
BMI_Underweight                                     0.000000e+00   
BMI_Healthy weight                                 -5.551115e-17   
BMI_Overweight                                     -1.387779e-17   
BMI_Class 1 Obesity                                 6.938894e-18   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                -8.673617e-19   
GenHlth_Excellent                                  -5.510251e-02   
GenHlth_Very good                                   1.427331e-02   
GenHlth_Good                                        1.484190e-02   
GenHlth_Fair                                        7.918439e-03   
GenHlth_Poor                                        1.806886e-02   
MentHlth_0                                         -4.461759e-01   
MentHlth_1-5                                        1.429692e-01   
MentHlth_6-10                                       5.336637e-02   
MentHlth_11-15                                      1.362975e-02   
MentHlth_16-20                                     -7.469931e-03   
MentHlth_21-25                                      3.991836e-03   
MentHlth_26-30                                      2.396888e-01   
PhysHlth_0                                          2.045601e-02   
PhysHlth_1-5                                       -7.300392e-02   
PhysHlth_6-10                                      -3.927114e-02   
PhysHlth_11-15                                      2.278743e-02   
PhysHlth_16-20                                      2.579692e-02   
PhysHlth_21-25                                     -1.023514e-03   
PhysHlth_26-30                                      4.425820e-02   
Education_Never attended school or only kinderg...  0.000000e+00   
Education_Elementary                               -1.131166e-02   
Education_Some high school                          4.010341e-02   
Education_High school graduate                      1.428409e-01   
Education_Some college or technical school         -1.490104e-01   
Education_College graduate                         -2.262223e-02   
Income_Less than $10,000                            6.076358e-02   
Income_$10,000-$14,999                              4.826095e-02   
Income_$15,000-$19,999                             -4.497744e-02   
Income_$20,000-$24,999                              7.357996e-02   
Income_$25,000-$34,999                             -6.540259e-02   
Income_$35,000-$49,999                              4.959548e-02   
Income_$50,000-$74,999                             -6.483334e-02   
Income_$75,000 or more                             -5.698659e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC6  \
HighBP                                              6.831869e-02   
HighChol                                            1.695355e-01   
CholCheck                                          -1.887620e-02   
Smoker                                             -1.188407e-01   
Stroke                                             -9.886080e-04   
HeartDiseaseorAttack                                8.829775e-03   
PhysActivity                                       -2.573058e-01   
Fruits                                              3.795884e-01   
Veggies                                             2.285874e-01   
HvyAlcoholConsump                                  -2.344255e-02   
AnyHealthcare                                      -6.868534e-02   
NoDocbcCost                                         1.613251e-01   
DiffWalk                                            7.922500e-02   
BMI_Underweight                                     0.000000e+00   
BMI_Healthy weight                                  5.551115e-17   
BMI_Overweight                                      2.775558e-17   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                -1.387779e-17   
BMI_Class 3 Obesity                                -5.204170e-18   
GenHlth_Excellent                                  -6.143944e-02   
GenHlth_Very good                                  -3.341314e-01   
GenHlth_Good                                        3.332623e-01   
GenHlth_Fair                                        6.468989e-02   
GenHlth_Poor                                       -2.381372e-03   
MentHlth_0                                          3.742909e-01   
MentHlth_1-5                                       -2.950394e-01   
MentHlth_6-10                                      -4.058786e-02   
MentHlth_11-15                                     -4.980729e-02   
MentHlth_16-20                                      2.770255e-02   
MentHlth_21-25                                      1.814790e-03   
MentHlth_26-30                                     -1.837364e-02   
PhysHlth_0                                         -2.612637e-01   
PhysHlth_1-5                                        7.716874e-02   
PhysHlth_6-10                                       6.111020e-02   
PhysHlth_11-15                                      6.984194e-02   
PhysHlth_16-20                                      2.418127e-02   
PhysHlth_21-25                                     -3.376505e-03   
PhysHlth_26-30                                      3.233802e-02   
Education_Never attended school or only kinderg...  0.000000e+00   
Education_Elementary                               -4.048973e-03   
Education_Some high school                          4.437121e-02   
Education_High school graduate                     -8.541736e-02   
Education_Some college or technical school         -6.383305e-02   
Education_College graduate                          1.089282e-01   
Income_Less than $10,000                            3.208145e-04   
Income_$10,000-$14,999                             -9.759481e-02   
Income_$15,000-$19,999                              4.283185e-02   
Income_$20,000-$24,999                              6.371791e-02   
Income_$25,000-$34,999                              2.136863e-01   
Income_$35,000-$49,999                             -7.157707e-02   
Income_$50,000-$74,999                             -4.819041e-02   
Income_$75,000 or more                             -1.031945e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC7  \
HighBP                                             -2.834464e-01   
HighChol                                           -2.105448e-01   
CholCheck                                           2.666429e-02   
Smoker                                              6.126899e-02   
Stroke                                             -4.902687e-03   
HeartDiseaseorAttack                               -7.165481e-03   
PhysActivity                                       -1.259275e-01   
Fruits                                              8.822519e-02   
Veggies                                            -8.418803e-02   
HvyAlcoholConsump                                   1.168119e-02   
AnyHealthcare                                      -1.258938e-01   
NoDocbcCost                                        -7.672285e-02   
DiffWalk                                           -8.661361e-02   
BMI_Underweight                                    -6.938894e-18   
BMI_Healthy weight                                 -5.551115e-17   
BMI_Overweight                                     -5.551115e-17   
BMI_Class 1 Obesity                                 1.110223e-16   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                  -1.097183e-01   
GenHlth_Very good                                   3.837469e-01   
GenHlth_Good                                        6.809093e-02   
GenHlth_Fair                                       -3.452076e-01   
GenHlth_Poor                                        3.088137e-03   
MentHlth_0                                          7.833209e-02   
MentHlth_1-5                                       -1.355531e-01   
MentHlth_6-10                                       1.047996e-01   
MentHlth_11-15                                      7.641257e-02   
MentHlth_16-20                                     -1.447815e-02   
MentHlth_21-25                                     -1.248556e-02   
MentHlth_26-30                                     -9.702743e-02   
PhysHlth_0                                         -3.329584e-01   
PhysHlth_1-5                                        3.962282e-01   
PhysHlth_6-10                                      -1.846260e-02   
PhysHlth_11-15                                     -1.628999e-02   
PhysHlth_16-20                                     -2.093725e-02   
PhysHlth_21-25                                      1.707097e-02   
PhysHlth_26-30                                     -2.465092e-02   
Education_Never attended school or only kinderg...  0.000000e+00   
Education_Elementary                               -3.155320e-03   
Education_Some high school                          1.733151e-02   
Education_High school graduate                      2.251879e-01   
Education_Some college or technical school          1.679762e-02   
Education_College graduate                         -2.561617e-01   
Income_Less than $10,000                           -1.408218e-03   
Income_$10,000-$14,999                             -3.160912e-02   
Income_$15,000-$19,999                             -3.512541e-03   
Income_$20,000-$24,999                              6.936120e-02   
Income_$25,000-$34,999                              6.268195e-03   
Income_$35,000-$49,999                              1.753306e-01   
Income_$50,000-$74,999                              1.554934e-02   
Income_$75,000 or more                             -2.299794e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC8  \
HighBP                                             -1.455996e-01   
HighChol                                            1.591749e-01   
CholCheck                                           4.504003e-02   
Smoker                                              5.560920e-01   
Stroke                                              3.089540e-03   
HeartDiseaseorAttack                                1.065700e-02   
PhysActivity                                        4.358555e-01   
Fruits                                             -2.596729e-01   
Veggies                                             1.750176e-01   
HvyAlcoholConsump                                   6.878929e-02   
AnyHealthcare                                       1.063370e-01   
NoDocbcCost                                        -4.952912e-02   
DiffWalk                                            4.587972e-02   
BMI_Underweight                                     5.551115e-17   
BMI_Healthy weight                                 -6.938894e-18   
BMI_Overweight                                     -0.000000e+00   
BMI_Class 1 Obesity                                -2.220446e-16   
BMI_Class 2 Obesity                                -1.110223e-16   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                  -5.331399e-02   
GenHlth_Very good                                   5.594495e-02   
GenHlth_Good                                        8.036147e-02   
GenHlth_Fair                                       -1.081891e-01   
GenHlth_Poor                                        2.519670e-02   
MentHlth_0                                          2.811081e-01   
MentHlth_1-5                                       -2.880677e-01   
MentHlth_6-10                                      -5.237724e-02   
MentHlth_11-15                                     -6.851684e-03   
MentHlth_16-20                                     -4.113291e-02   
MentHlth_21-25                                     -1.631495e-02   
MentHlth_26-30                                      1.236363e-01   
PhysHlth_0                                         -1.155317e-01   
PhysHlth_1-5                                        7.448103e-03   
PhysHlth_6-10                                       6.984378e-02   
PhysHlth_11-15                                      5.298331e-03   
PhysHlth_16-20                                      1.851090e-02   
PhysHlth_21-25                                     -6.770159e-03   
PhysHlth_26-30                                      2.120073e-02   
Education_Never attended school or only kinderg... -0.000000e+00   
Education_Elementary                               -1.194296e-02   
Education_Some high school                          1.014953e-02   
Education_High school graduate                     -1.700830e-01   
Education_Some college or technical school          7.516194e-02   
Education_College graduate                          9.671446e-02   
Income_Less than $10,000                           -1.431298e-02   
Income_$10,000-$14,999                              5.843865e-02   
Income_$15,000-$19,999                             -1.384025e-01   
Income_$20,000-$24,999                             -1.260315e-01   
Income_$25,000-$34,999                              8.039753e-02   
Income_$35,000-$49,999                              5.016347e-02   
Income_$50,000-$74,999                             -3.143343e-02   
Income_$75,000 or more                              1.211807e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC9  \
HighBP                                              1.648128e-02   
HighChol                                            1.774755e-01   
CholCheck                                          -1.017255e-02   
Smoker                                             -3.604625e-01   
Stroke                                              3.130762e-03   
HeartDiseaseorAttack                               -1.528162e-02   
PhysActivity                                        6.120652e-01   
Fruits                                             -1.551475e-01   
Veggies                                             1.116185e-01   
HvyAlcoholConsump                                  -5.505931e-02   
AnyHealthcare                                      -1.232152e-01   
NoDocbcCost                                         2.505114e-01   
DiffWalk                                           -6.617155e-02   
BMI_Underweight                                     6.245005e-17   
BMI_Healthy weight                                 -1.804112e-16   
BMI_Overweight                                     -1.249001e-16   
BMI_Class 1 Obesity                                 2.775558e-17   
BMI_Class 2 Obesity                                 3.155028e-17   
BMI_Class 3 Obesity                                 8.326673e-17   
GenHlth_Excellent                                   2.479343e-04   
GenHlth_Very good                                  -5.883642e-02   
GenHlth_Good                                        3.243282e-02   
GenHlth_Fair                                        6.800505e-02   
GenHlth_Poor                                       -4.184939e-02   
MentHlth_0                                          7.516319e-02   
MentHlth_1-5                                        6.398241e-02   
MentHlth_6-10                                      -1.575819e-01   
MentHlth_11-15                                     -2.129680e-02   
MentHlth_16-20                                     -1.781464e-02   
MentHlth_21-25                                      7.199735e-03   
MentHlth_26-30                                      5.034797e-02   
PhysHlth_0                                         -5.608451e-02   
PhysHlth_1-5                                        1.209656e-01   
PhysHlth_6-10                                       3.461516e-02   
PhysHlth_11-15                                      1.651517e-02   
PhysHlth_16-20                                     -7.941841e-03   
PhysHlth_21-25                                     -1.992344e-02   
PhysHlth_26-30                                     -8.814614e-02   
Education_Never attended school or only kinderg... -0.000000e+00   
Education_Elementary                                1.252049e-03   
Education_Some high school                         -4.943055e-02   
Education_High school graduate                      3.104774e-01   
Education_Some college or technical school         -6.795524e-02   
Education_College graduate                         -1.943437e-01   
Income_Less than $10,000                           -3.132810e-02   
Income_$10,000-$14,999                             -2.302770e-02   
Income_$15,000-$19,999                             -3.240207e-02   
Income_$20,000-$24,999                              2.755182e-01   
Income_$25,000-$34,999                              1.263973e-02   
Income_$35,000-$49,999                             -8.829664e-02   
Income_$50,000-$74,999                              6.813789e-02   
Income_$75,000 or more                             -1.812413e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC10  ...  \
HighBP                                              6.957912e-02  ...   
HighChol                                            1.346127e-01  ...   
CholCheck                                          -5.909669e-02  ...   
Smoker                                              4.455679e-02  ...   
Stroke                                              1.999504e-03  ...   
HeartDiseaseorAttack                                2.856251e-02  ...   
PhysActivity                                       -1.635237e-01  ...   
Fruits                                             -1.316151e-01  ...   
Veggies                                            -6.907617e-02  ...   
HvyAlcoholConsump                                  -2.533963e-02  ...   
AnyHealthcare                                      -1.331822e-01  ...   
NoDocbcCost                                         6.035122e-01  ...   
DiffWalk                                            4.056962e-02  ...   
BMI_Underweight                                    -8.673617e-18  ...   
BMI_Healthy weight                                 -5.551115e-17  ...   
BMI_Overweight                                     -8.326673e-17  ...   
BMI_Class 1 Obesity                                 6.245005e-17  ...   
BMI_Class 2 Obesity                                -1.110223e-16  ...   
BMI_Class 3 Obesity                                -5.551115e-17  ...   
GenHlth_Excellent                                  -8.867965e-02  ...   
GenHlth_Very good                                   3.714988e-01  ...   
GenHlth_Good                                       -2.223779e-03  ...   
GenHlth_Fair                                       -2.972219e-01  ...   
GenHlth_Poor                                        1.662659e-02  ...   
MentHlth_0                                         -9.578974e-02  ...   
MentHlth_1-5                                       -1.543538e-01  ...   
MentHlth_6-10                                       9.005253e-02  ...   
MentHlth_11-15                                      5.263598e-02  ...   
MentHlth_16-20                                      2.639590e-02  ...   
MentHlth_21-25                                     -5.815966e-03  ...   
MentHlth_26-30                                      8.687513e-02  ...   
PhysHlth_0                                          1.455123e-01  ...   
PhysHlth_1-5                                       -8.077714e-02  ...   
PhysHlth_6-10                                       4.565608e-02  ...   
PhysHlth_11-15                                     -3.896110e-03  ...   
PhysHlth_16-20                                     -1.771108e-02  ...   
PhysHlth_21-25                                     -2.615167e-02  ...   
PhysHlth_26-30                                     -6.263236e-02  ...   
Education_Never attended school or only kinderg... -0.000000e+00  ...   
Education_Elementary                               -6.756537e-03  ...   
Education_Some high school                         -1.626988e-03  ...   
Education_High school graduate                     -1.465581e-01  ...   
Education_Some college or technical school         -1.044264e-01  ...   
Education_College graduate                          2.593680e-01  ...   
Income_Less than $10,000                           -5.276286e-02  ...   
Income_$10,000-$14,999                              1.072848e-02  ...   
Income_$15,000-$19,999                              4.327365e-02  ...   
Income_$20,000-$24,999                              1.701936e-01  ...   
Income_$25,000-$34,999                             -1.770411e-02  ...   
Income_$35,000-$49,999                             -2.566955e-01  ...   
Income_$50,000-$74,999                              1.267499e-01  ...   
Income_$75,000 or more                             -2.378311e-02  ...   
Sex_Female                                         -0.000000e+00  ...   
Sex_Male                                           -0.000000e+00  ...   
Age_18-29                                          -0.000000e+00  ...   
Age_30-49                                          -0.000000e+00  ...   
Age_50-64                                          -0.000000e+00  ...   
Age_65+                                            -0.000000e+00  ...   

                                                            PC49  \
HighBP                                              0.000000e+00   
HighChol                                           -2.428613e-17   
CholCheck                                           1.962877e-16   
Smoker                                              1.245986e-17   
Stroke                                              1.960687e-16   
HeartDiseaseorAttack                               -1.256261e-16   
PhysActivity                                       -8.438679e-17   
Fruits                                             -9.500466e-18   
Veggies                                             1.120455e-16   
HvyAlcoholConsump                                  -1.921669e-16   
AnyHealthcare                                       2.293026e-16   
NoDocbcCost                                         2.393303e-17   
DiffWalk                                           -4.323735e-17   
BMI_Underweight                                     1.528955e-01   
BMI_Healthy weight                                  1.597153e-01   
BMI_Overweight                                      1.452529e-01   
BMI_Class 1 Obesity                                 4.274203e-01   
BMI_Class 2 Obesity                                 6.055368e-01   
BMI_Class 3 Obesity                                -4.167805e-01   
GenHlth_Excellent                                  -1.600990e-02   
GenHlth_Very good                                  -1.600990e-02   
GenHlth_Good                                       -1.600990e-02   
GenHlth_Fair                                       -1.600990e-02   
GenHlth_Poor                                       -1.600990e-02   
MentHlth_0                                          2.014715e-02   
MentHlth_1-5                                        2.014715e-02   
MentHlth_6-10                                       2.014715e-02   
MentHlth_11-15                                      2.014715e-02   
MentHlth_16-20                                      2.014715e-02   
MentHlth_21-25                                      2.014715e-02   
MentHlth_26-30                                      2.014715e-02   
PhysHlth_0                                          5.470543e-03   
PhysHlth_1-5                                        5.470543e-03   
PhysHlth_6-10                                       5.470543e-03   
PhysHlth_11-15                                      5.470543e-03   
PhysHlth_16-20                                      5.470543e-03   
PhysHlth_21-25                                      5.470543e-03   
PhysHlth_26-30                                      5.470543e-03   
Education_Never attended school or only kinderg...  4.491179e-01   
Education_Elementary                                1.211051e-02   
Education_Some high school                          1.211051e-02   
Education_High school graduate                      1.211051e-02   
Education_Some college or technical school          1.211051e-02   
Education_College graduate                          1.211051e-02   
Income_Less than $10,000                            4.663127e-03   
Income_$10,000-$14,999                              4.663127e-03   
Income_$15,000-$19,999                              4.663127e-03   
Income_$20,000-$24,999                              4.663127e-03   
Income_$25,000-$34,999                              4.663127e-03   
Income_$35,000-$49,999                              4.663127e-03   
Income_$50,000-$74,999                              4.663127e-03   
Income_$75,000 or more                              4.663127e-03   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC50  PC51  PC52  \
HighBP                                             -0.000000e+00   0.0   0.0   
HighChol                                           -6.245005e-17   0.0   0.0   
CholCheck                                          -3.401585e-17   0.0   0.0   
Smoker                                              6.825512e-17   0.0   0.0   
Stroke                                             -8.609789e-17   0.0   0.0   
HeartDiseaseorAttack                                5.593499e-17   0.0   0.0   
PhysActivity                                       -4.059009e-17   0.0   0.0   
Fruits                                             -3.074678e-17   0.0   0.0   
Veggies                                            -3.755112e-17   0.0   0.0   
HvyAlcoholConsump                                  -8.747551e-17   0.0   0.0   
AnyHealthcare                                      -6.258957e-17   0.0   0.0   
NoDocbcCost                                        -1.281841e-16   0.0   0.0   
DiffWalk                                           -1.545172e-16   0.0   0.0   
BMI_Underweight                                    -1.816101e-01   0.0   0.0   
BMI_Healthy weight                                  3.713786e-01   0.0   0.0   
BMI_Overweight                                      5.187350e-02   0.0   0.0   
BMI_Class 1 Obesity                                 7.347625e-01   0.0   0.0   
BMI_Class 2 Obesity                                -9.808358e-02   0.0   0.0   
BMI_Class 3 Obesity                                 4.556628e-01   0.0   0.0   
GenHlth_Excellent                                   1.383313e-02   0.0   0.0   
GenHlth_Very good                                   1.383313e-02   0.0   0.0   
GenHlth_Good                                        1.383313e-02   0.0   0.0   
GenHlth_Fair                                        1.383313e-02   0.0   0.0   
GenHlth_Poor                                        1.383313e-02   0.0   0.0   
MentHlth_0                                         -5.368638e-02   0.0   0.0   
MentHlth_1-5                                       -5.368638e-02   0.0   0.0   
MentHlth_6-10                                      -5.368638e-02   0.0   0.0   
MentHlth_11-15                                     -5.368638e-02   0.0   0.0   
MentHlth_16-20                                     -5.368638e-02   0.0   0.0   
MentHlth_21-25                                     -5.368638e-02   0.0   0.0   
MentHlth_26-30                                     -5.368638e-02   0.0   0.0   
PhysHlth_0                                         -2.336750e-02   0.0   0.0   
PhysHlth_1-5                                       -2.336750e-02   0.0   0.0   
PhysHlth_6-10                                      -2.336750e-02   0.0   0.0   
PhysHlth_11-15                                     -2.336750e-02   0.0   0.0   
PhysHlth_16-20                                     -2.336750e-02   0.0   0.0   
PhysHlth_21-25                                     -2.336750e-02   0.0   0.0   
PhysHlth_26-30                                     -2.336750e-02   0.0   0.0   
Education_Never attended school or only kinderg... -2.077641e-01   0.0   0.0   
Education_Elementary                               -1.520260e-02   0.0   0.0   
Education_Some high school                         -1.520260e-02   0.0   0.0   
Education_High school graduate                     -1.520260e-02   0.0   0.0   
Education_Some college or technical school         -1.520260e-02   0.0   0.0   
Education_College graduate                         -1.520260e-02   0.0   0.0   
Income_Less than $10,000                           -6.798155e-04   0.0   0.0   
Income_$10,000-$14,999                             -6.798155e-04   0.0   0.0   
Income_$15,000-$19,999                             -6.798155e-04   0.0   0.0   
Income_$20,000-$24,999                             -6.798155e-04   0.0   0.0   
Income_$25,000-$34,999                             -6.798155e-04   0.0   0.0   
Income_$35,000-$49,999                             -6.798155e-04   0.0   0.0   
Income_$50,000-$74,999                             -6.798155e-04   0.0   0.0   
Income_$75,000 or more                             -6.798155e-04   0.0   0.0   
Sex_Female                                         -0.000000e+00   1.0   0.0   
Sex_Male                                           -0.000000e+00   0.0   1.0   
Age_18-29                                          -0.000000e+00   0.0   0.0   
Age_30-49                                          -0.000000e+00   0.0   0.0   
Age_50-64                                          -0.000000e+00   0.0   0.0   
Age_65+                                            -0.000000e+00   0.0   0.0   

                                                    PC53  PC54  PC55  PC56  \
HighBP                                               0.0   0.0   0.0   0.0   
HighChol                                             0.0   0.0   0.0   0.0   
CholCheck                                            0.0   0.0   0.0   0.0   
Smoker                                               0.0   0.0   0.0   0.0   
Stroke                                               0.0   0.0   0.0   0.0   
HeartDiseaseorAttack                                 0.0   0.0   0.0   0.0   
PhysActivity                                         0.0   0.0   0.0   0.0   
Fruits                                               0.0   0.0   0.0   0.0   
Veggies                                              0.0   0.0   0.0   0.0   
HvyAlcoholConsump                                    0.0   0.0   0.0   0.0   
AnyHealthcare                                        0.0   0.0   0.0   0.0   
NoDocbcCost                                          0.0   0.0   0.0   0.0   
DiffWalk                                             0.0   0.0   0.0   0.0   
BMI_Underweight                                      0.0   0.0   0.0   0.0   
BMI_Healthy weight                                   0.0   0.0   0.0   0.0   
BMI_Overweight                                       0.0   0.0   0.0   0.0   
BMI_Class 1 Obesity                                  0.0   0.0   0.0   0.0   
BMI_Class 2 Obesity                                  0.0   0.0   0.0   0.0   
BMI_Class 3 Obesity                                  0.0   0.0   0.0   0.0   
GenHlth_Excellent                                    0.0   0.0   0.0   0.0   
GenHlth_Very good                                    0.0   0.0   0.0   0.0   
GenHlth_Good                                         0.0   0.0   0.0   0.0   
GenHlth_Fair                                         0.0   0.0   0.0   0.0   
GenHlth_Poor                                         0.0   0.0   0.0   0.0   
MentHlth_0                                           0.0   0.0   0.0   0.0   
MentHlth_1-5                                         0.0   0.0   0.0   0.0   
MentHlth_6-10                                        0.0   0.0   0.0   0.0   
MentHlth_11-15                                       0.0   0.0   0.0   0.0   
MentHlth_16-20                                       0.0   0.0   0.0   0.0   
MentHlth_21-25                                       0.0   0.0   0.0   0.0   
MentHlth_26-30                                       0.0   0.0   0.0   0.0   
PhysHlth_0                                           0.0   0.0   0.0   0.0   
PhysHlth_1-5                                         0.0   0.0   0.0   0.0   
PhysHlth_6-10                                        0.0   0.0   0.0   0.0   
PhysHlth_11-15                                       0.0   0.0   0.0   0.0   
PhysHlth_16-20                                       0.0   0.0   0.0   0.0   
PhysHlth_21-25                                       0.0   0.0   0.0   0.0   
PhysHlth_26-30                                       0.0   0.0   0.0   0.0   
Education_Never attended school or only kinderg...   0.0   0.0   0.0   0.0   
Education_Elementary                                 0.0   0.0   0.0   0.0   
Education_Some high school                           0.0   0.0   0.0   0.0   
Education_High school graduate                       0.0   0.0   0.0   0.0   
Education_Some college or technical school           0.0   0.0   0.0   0.0   
Education_College graduate                           0.0   0.0   0.0   0.0   
Income_Less than $10,000                             0.0   0.0   0.0   0.0   
Income_$10,000-$14,999                               0.0   0.0   0.0   0.0   
Income_$15,000-$19,999                               0.0   0.0   0.0   0.0   
Income_$20,000-$24,999                               0.0   0.0   0.0   0.0   
Income_$25,000-$34,999                               0.0   0.0   0.0   0.0   
Income_$35,000-$49,999                               0.0   0.0   0.0   0.0   
Income_$50,000-$74,999                               0.0   0.0   0.0   0.0   
Income_$75,000 or more                               0.0   0.0   0.0   0.0   
Sex_Female                                           0.0   0.0   0.0   0.0   
Sex_Male                                             0.0   0.0   0.0   0.0   
Age_18-29                                            1.0   0.0   0.0   0.0   
Age_30-49                                            0.0   1.0   0.0   0.0   
Age_50-64                                            0.0   0.0   1.0   0.0   
Age_65+                                              0.0   0.0   0.0   1.0   

                                                            PC57          PC58  
HighBP                                              0.000000e+00 -0.000000e+00  
HighChol                                           -4.857226e-17  9.020562e-17  
CholCheck                                           4.216118e-17 -6.343028e-17  
Smoker                                              4.543341e-18 -6.390367e-17  
Stroke                                             -6.747088e-18 -2.277113e-16  
HeartDiseaseorAttack                                3.688065e-16 -2.795771e-16  
PhysActivity                                        8.877700e-17  1.590145e-16  
Fruits                                             -2.568931e-17  6.010834e-17  
Veggies                                             1.756780e-16 -9.845695e-17  
HvyAlcoholConsump                                   1.295518e-16  5.973170e-17  
AnyHealthcare                                      -5.263259e-17 -5.978316e-18  
NoDocbcCost                                        -1.603009e-16 -1.623157e-17  
DiffWalk                                            5.069190e-17  1.380025e-16  
BMI_Underweight                                     6.307310e-01  4.556767e-01  
BMI_Healthy weight                                  1.948527e-01  3.996328e-01  
BMI_Overweight                                      1.271995e-01 -4.030401e-01  
BMI_Class 1 Obesity                                 1.733574e-01 -2.915976e-01  
BMI_Class 2 Obesity                                -3.797962e-01  4.610966e-01  
BMI_Class 3 Obesity                                -3.665513e-01  3.562183e-01  
GenHlth_Excellent                                   7.757570e-02  3.896226e-02  
GenHlth_Very good                                   7.757570e-02  3.896226e-02  
GenHlth_Good                                        7.757570e-02  3.896226e-02  
GenHlth_Fair                                        7.757570e-02  3.896226e-02  
GenHlth_Poor                                        7.757570e-02  3.896226e-02  
MentHlth_0                                          7.539558e-02 -2.884574e-02  
MentHlth_1-5                                        7.539558e-02 -2.884574e-02  
MentHlth_6-10                                       7.539558e-02 -2.884574e-02  
MentHlth_11-15                                      7.539558e-02 -2.884574e-02  
MentHlth_16-20                                      7.539558e-02 -2.884574e-02  
MentHlth_21-25                                      7.539558e-02 -2.884574e-02  
MentHlth_26-30                                      7.539558e-02 -2.884574e-02  
PhysHlth_0                                          5.628484e-02 -2.547280e-02  
PhysHlth_1-5                                        5.628484e-02 -2.547280e-02  
PhysHlth_6-10                                       5.628484e-02 -2.547280e-02  
PhysHlth_11-15                                      5.628484e-02 -2.547280e-02  
PhysHlth_16-20                                      5.628484e-02 -2.547280e-02  
PhysHlth_21-25                                      5.628484e-02 -2.547280e-02  
PhysHlth_26-30                                      5.628484e-02 -2.547280e-02  
Education_Never attended school or only kinderg... -3.222203e-01 -1.601688e-01  
Education_Elementary                               -3.739032e-02 -1.923824e-02  
Education_Some high school                         -3.739032e-02 -1.923824e-02  
Education_High school graduate                     -3.739032e-02 -1.923824e-02  
Education_Some college or technical school         -3.739032e-02 -1.923824e-02  
Education_College graduate                         -3.739032e-02 -1.923824e-02  
Income_Less than $10,000                           -6.754627e-02  5.229283e-03  
Income_$10,000-$14,999                             -6.754627e-02  5.229283e-03  
Income_$15,000-$19,999                             -6.754627e-02  5.229283e-03  
Income_$20,000-$24,999                             -6.754627e-02  5.229283e-03  
Income_$25,000-$34,999                             -6.754627e-02  5.229283e-03  
Income_$35,000-$49,999                             -6.754627e-02  5.229283e-03  
Income_$50,000-$74,999                             -6.754627e-02  5.229283e-03  
Income_$75,000 or more                             -6.754627e-02  5.229283e-03  
Sex_Female                                          0.000000e+00 -0.000000e+00  
Sex_Male                                            0.000000e+00 -0.000000e+00  
Age_18-29                                           0.000000e+00 -0.000000e+00  
Age_30-49                                           0.000000e+00 -0.000000e+00  
Age_50-64                                           0.000000e+00 -0.000000e+00  
Age_65+                                             0.000000e+00 -0.000000e+00  

[58 rows x 58 columns]

PCA Results for Subset_12:
        PC1       PC2       PC3       PC4       PC5       PC6       PC7  \
0 -0.149094 -0.118626  0.531628 -0.716550  0.600823 -0.423219 -0.253839   
1  0.574715 -0.741738 -0.229326  0.800489 -0.226089  0.402379 -0.427478   
2 -0.432712 -1.004172 -0.605117 -0.441141  1.525012 -0.132756 -0.408499   
3  0.171172  0.150575 -0.764637  0.108618  0.234656  0.472501 -1.044873   
4  0.290716  0.129232  0.423217 -0.608045 -0.894054  0.315212 -0.588253   

        PC8       PC9      PC10  ...          PC49          PC50  \
0  0.803083 -0.121376  0.056380  ... -1.245327e-17  1.791233e-18   
1  0.043211  0.161470 -0.728687  ... -5.018552e-17  1.937054e-17   
2  0.064640  0.426512  0.262099  ...  8.419031e-17  5.486603e-17   
3 -1.045333 -0.337299  0.797458  ... -1.333400e-17  7.495328e-17   
4 -0.063589  0.572909  0.991785  ...  2.225190e-17 -1.138170e-16   

           PC51          PC52          PC53          PC54          PC55  \
0  8.847448e-17 -6.512281e-17 -1.418358e-17 -1.064038e-17 -2.166493e-17   
1 -6.173939e-17 -9.557432e-18  5.967574e-18  1.318493e-16 -3.026062e-17   
2 -1.107834e-16 -2.382961e-17 -2.445142e-17  2.246999e-17 -3.466851e-17   
3  7.449972e-17  7.099501e-17  3.735190e-17  3.930897e-17  3.295422e-17   
4  3.810911e-16 -4.854639e-17 -2.209039e-17  4.582120e-19 -3.229327e-17   

           PC56          PC57          PC58  
0 -3.605064e-17  2.898445e-17  3.548695e-17  
1 -5.799895e-17 -3.164952e-18  5.241035e-17  
2 -6.451535e-18  9.731338e-19 -4.801757e-19  
3 -4.310985e-17  7.673265e-17  2.010886e-17  
4  3.529707e-17 -8.888133e-17 -1.758946e-18  

[5 rows x 58 columns]
No description has been provided for this image
For Subset_12, retain 25 components to explain 90% of the variance.

Subset Subset_13 is empty, skipping PCA.

Explained Variance for Subset_14:
[1.38427482e-01 1.07026408e-01 8.60830012e-02 7.23347753e-02
 6.11867501e-02 5.55338651e-02 4.70657340e-02 4.51065928e-02
 3.44133403e-02 3.17227366e-02 2.80932000e-02 2.71155473e-02
 2.49931864e-02 2.14355181e-02 2.09097350e-02 1.81942566e-02
 1.57887022e-02 1.52510605e-02 1.51600774e-02 1.45177415e-02
 1.23565652e-02 1.18729237e-02 1.06331969e-02 1.02494677e-02
 9.28585557e-03 8.84701481e-03 8.40552125e-03 6.91155179e-03
 6.19838794e-03 5.75343916e-03 5.27328408e-03 5.07341798e-03
 4.18941993e-03 3.00942671e-03 2.66272345e-03 2.36078345e-03
 2.12580847e-03 1.87950336e-03 1.53085030e-03 9.43467075e-04
 7.76809175e-05 2.16092122e-17 1.19995017e-17 8.70319092e-18
 2.30224830e-18 2.20280559e-18 8.88464474e-19 1.77569990e-34
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00]

Cumulative Variance for Subset_14:
[0.13842748 0.24545389 0.33153689 0.40387167 0.46505842 0.52059228
 0.56765802 0.61276461 0.64717795 0.67890069 0.70699389 0.73410943
 0.75910262 0.78053814 0.80144787 0.81964213 0.83543083 0.85068189
 0.86584197 0.88035971 0.89271628 0.9045892  0.9152224  0.92547186
 0.93475772 0.94360473 0.95201026 0.95892181 0.9651202  0.97087363
 0.97614692 0.98122034 0.98540976 0.98841918 0.99108191 0.99344269
 0.9955685  0.997448   0.99897885 0.99992232 1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.        ]

Loadings for Subset_14:
                                                             PC1  \
HighBP                                             -6.886639e-02   
HighChol                                           -7.609473e-02   
CholCheck                                           1.264107e-02   
Smoker                                             -2.666097e-01   
Stroke                                             -1.387678e-02   
HeartDiseaseorAttack                               -1.664010e-02   
PhysActivity                                        1.306732e-01   
Fruits                                              1.675849e-01   
Veggies                                             8.604546e-02   
HvyAlcoholConsump                                  -2.049560e-02   
AnyHealthcare                                       6.497231e-02   
NoDocbcCost                                        -1.297402e-01   
DiffWalk                                           -7.446747e-02   
BMI_Underweight                                    -0.000000e+00   
BMI_Healthy weight                                 -4.039548e-17   
BMI_Overweight                                     -4.135903e-25   
BMI_Class 1 Obesity                                -1.292470e-26   
BMI_Class 2 Obesity                                -1.615587e-27   
BMI_Class 3 Obesity                                -2.019484e-28   
GenHlth_Excellent                                   3.919321e-01   
GenHlth_Very good                                  -1.221447e-01   
GenHlth_Good                                       -1.661323e-01   
GenHlth_Fair                                       -6.938576e-02   
GenHlth_Poor                                       -3.426933e-02   
MentHlth_0                                          2.906994e-01   
MentHlth_1-5                                       -1.279859e-01   
MentHlth_6-10                                      -3.920331e-02   
MentHlth_11-15                                     -3.141606e-02   
MentHlth_16-20                                     -1.961638e-02   
MentHlth_21-25                                     -6.268222e-03   
MentHlth_26-30                                     -6.620953e-02   
PhysHlth_0                                          2.972594e-01   
PhysHlth_1-5                                       -1.567943e-01   
PhysHlth_6-10                                      -3.630200e-02   
PhysHlth_11-15                                     -2.898179e-02   
PhysHlth_16-20                                     -1.453745e-02   
PhysHlth_21-25                                     -6.255437e-03   
PhysHlth_26-30                                     -5.438841e-02   
Education_Never attended school or only kinderg... -3.793051e-04   
Education_Elementary                               -8.367521e-03   
Education_Some high school                         -2.748061e-02   
Education_High school graduate                     -1.363307e-01   
Education_Some college or technical school         -2.244494e-01   
Education_College graduate                          3.970075e-01   
Income_Less than $10,000                           -4.367514e-02   
Income_$10,000-$14,999                             -2.999232e-02   
Income_$15,000-$19,999                             -4.594925e-02   
Income_$20,000-$24,999                             -5.673841e-02   
Income_$25,000-$34,999                             -5.695088e-02   
Income_$35,000-$49,999                             -7.763569e-02   
Income_$50,000-$74,999                             -8.574277e-02   
Income_$75,000 or more                              3.966844e-01   
Sex_Female                                         -4.039548e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -4.039548e-17   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC2  \
HighBP                                              9.696756e-03   
HighChol                                           -1.592453e-02   
CholCheck                                          -9.611450e-03   
Smoker                                              1.179869e-01   
Stroke                                              3.476741e-03   
HeartDiseaseorAttack                                2.179316e-03   
PhysActivity                                       -6.498542e-02   
Fruits                                             -7.477588e-02   
Veggies                                            -5.764859e-02   
HvyAlcoholConsump                                  -1.345848e-02   
AnyHealthcare                                      -4.788557e-02   
NoDocbcCost                                         3.621593e-02   
DiffWalk                                            1.385708e-02   
BMI_Underweight                                    -0.000000e+00   
BMI_Healthy weight                                 -7.795825e-17   
BMI_Overweight                                     -0.000000e+00   
BMI_Class 1 Obesity                                -5.293956e-23   
BMI_Class 2 Obesity                                 6.617445e-24   
BMI_Class 3 Obesity                                -8.271806e-25   
GenHlth_Excellent                                   2.055596e-01   
GenHlth_Very good                                  -2.870129e-01   
GenHlth_Good                                        5.947199e-02   
GenHlth_Fair                                        1.363482e-02   
GenHlth_Poor                                        8.346497e-03   
MentHlth_0                                          4.049940e-01   
MentHlth_1-5                                       -3.826238e-01   
MentHlth_6-10                                      -2.384154e-02   
MentHlth_11-15                                     -3.687503e-03   
MentHlth_16-20                                     -6.651459e-04   
MentHlth_21-25                                     -1.605375e-03   
MentHlth_26-30                                      7.429363e-03   
PhysHlth_0                                          3.293278e-01   
PhysHlth_1-5                                       -3.223459e-01   
PhysHlth_6-10                                      -1.709110e-02   
PhysHlth_11-15                                     -7.313769e-04   
PhysHlth_16-20                                      2.093718e-03   
PhysHlth_21-25                                      9.838944e-04   
PhysHlth_26-30                                      7.763024e-03   
Education_Never attended school or only kinderg...  1.626874e-04   
Education_Elementary                                6.669930e-03   
Education_Some high school                          1.574122e-02   
Education_High school graduate                      1.311364e-01   
Education_Some college or technical school          2.360976e-01   
Education_College graduate                         -3.898079e-01   
Income_Less than $10,000                            2.342245e-02   
Income_$10,000-$14,999                              1.451263e-02   
Income_$15,000-$19,999                              2.880534e-02   
Income_$20,000-$24,999                              3.893792e-02   
Income_$25,000-$34,999                              4.291664e-02   
Income_$35,000-$49,999                              5.799805e-02   
Income_$50,000-$74,999                              7.201359e-02   
Income_$75,000 or more                             -2.786066e-01   
Sex_Female                                         -7.795642e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -7.795642e-17   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC3  \
HighBP                                             -5.832741e-03   
HighChol                                           -2.054419e-02   
CholCheck                                          -3.454588e-03   
Smoker                                             -3.478911e-02   
Stroke                                             -6.320029e-03   
HeartDiseaseorAttack                               -6.756993e-03   
PhysActivity                                        7.684454e-03   
Fruits                                              3.856599e-03   
Veggies                                             3.629458e-03   
HvyAlcoholConsump                                  -1.190713e-02   
AnyHealthcare                                       8.209563e-03   
NoDocbcCost                                        -4.582734e-02   
DiffWalk                                           -3.870681e-02   
BMI_Underweight                                    -0.000000e+00   
BMI_Healthy weight                                 -8.528700e-17   
BMI_Overweight                                     -5.421011e-20   
BMI_Class 1 Obesity                                -6.776264e-21   
BMI_Class 2 Obesity                                -1.694066e-21   
BMI_Class 3 Obesity                                 2.117582e-22   
GenHlth_Excellent                                  -4.984576e-01   
GenHlth_Very good                                   6.912182e-01   
GenHlth_Good                                       -1.317998e-01   
GenHlth_Fair                                       -4.163029e-02   
GenHlth_Poor                                       -1.933053e-02   
MentHlth_0                                          3.633055e-01   
MentHlth_1-5                                       -2.777261e-01   
MentHlth_6-10                                      -2.604803e-02   
MentHlth_11-15                                     -1.557768e-02   
MentHlth_16-20                                     -8.357897e-03   
MentHlth_21-25                                     -2.312488e-03   
MentHlth_26-30                                     -3.328330e-02   
PhysHlth_0                                          1.546710e-01   
PhysHlth_1-5                                       -8.864493e-02   
PhysHlth_6-10                                      -9.753220e-03   
PhysHlth_11-15                                     -1.421439e-02   
PhysHlth_16-20                                     -8.157549e-03   
PhysHlth_21-25                                     -3.364632e-03   
PhysHlth_26-30                                     -3.053629e-02   
Education_Never attended school or only kinderg...  6.175775e-05   
Education_Elementary                               -1.877117e-03   
Education_Some high school                         -9.919522e-03   
Education_High school graduate                     -2.097239e-02   
Education_Some college or technical school          2.233325e-02   
Education_College graduate                          1.037402e-02   
Income_Less than $10,000                           -1.596608e-02   
Income_$10,000-$14,999                             -9.738744e-03   
Income_$15,000-$19,999                             -1.492812e-02   
Income_$20,000-$24,999                             -1.030192e-02   
Income_$25,000-$34,999                             -3.136581e-03   
Income_$35,000-$49,999                             -5.988426e-04   
Income_$50,000-$74,999                              5.265648e-03   
Income_$75,000 or more                              4.940465e-02   
Sex_Female                                         -8.504628e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -8.504628e-17   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC4  \
HighBP                                             -2.372236e-02   
HighChol                                           -1.490070e-02   
CholCheck                                          -1.463312e-02   
Smoker                                              3.022455e-02   
Stroke                                             -6.072358e-03   
HeartDiseaseorAttack                               -9.859407e-03   
PhysActivity                                        4.221547e-02   
Fruits                                             -3.709344e-02   
Veggies                                            -9.090580e-03   
HvyAlcoholConsump                                   1.998462e-02   
AnyHealthcare                                      -7.965361e-03   
NoDocbcCost                                        -1.001444e-02   
DiffWalk                                           -4.105810e-02   
BMI_Underweight                                     0.000000e+00   
BMI_Healthy weight                                  1.142082e-16   
BMI_Overweight                                      4.336809e-19   
BMI_Class 1 Obesity                                 5.421011e-20   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                 1.694066e-21   
GenHlth_Excellent                                   6.576315e-03   
GenHlth_Very good                                   1.870283e-01   
GenHlth_Good                                       -1.380296e-01   
GenHlth_Fair                                       -4.174438e-02   
GenHlth_Poor                                       -1.383069e-02   
MentHlth_0                                         -4.309976e-01   
MentHlth_1-5                                        4.375265e-01   
MentHlth_6-10                                      -2.295891e-03   
MentHlth_11-15                                      8.248218e-03   
MentHlth_16-20                                     -2.202689e-03   
MentHlth_21-25                                     -1.604785e-03   
MentHlth_26-30                                     -8.673780e-03   
PhysHlth_0                                          5.657204e-01   
PhysHlth_1-5                                       -4.694675e-01   
PhysHlth_6-10                                      -3.235719e-02   
PhysHlth_11-15                                     -1.968739e-02   
PhysHlth_16-20                                     -6.700782e-03   
PhysHlth_21-25                                     -2.001511e-03   
PhysHlth_26-30                                     -3.550597e-02   
Education_Never attended school or only kinderg... -3.913819e-04   
Education_Elementary                               -4.787646e-03   
Education_Some high school                         -5.521610e-03   
Education_High school graduate                      2.247118e-03   
Education_Some college or technical school          7.665055e-02   
Education_College graduate                         -6.819703e-02   
Income_Less than $10,000                           -1.132191e-02   
Income_$10,000-$14,999                             -4.222877e-03   
Income_$15,000-$19,999                             -6.806580e-03   
Income_$20,000-$24,999                             -3.496138e-03   
Income_$25,000-$34,999                              3.399311e-03   
Income_$35,000-$49,999                              1.621926e-02   
Income_$50,000-$74,999                              5.232739e-02   
Income_$75,000 or more                             -4.609846e-02   
Sex_Female                                          1.137225e-16   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           1.137225e-16   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC5  \
HighBP                                             -1.318368e-02   
HighChol                                           -2.341061e-02   
CholCheck                                           5.202230e-03   
Smoker                                              1.052906e-01   
Stroke                                             -2.129444e-03   
HeartDiseaseorAttack                               -3.271167e-04   
PhysActivity                                        6.036887e-02   
Fruits                                              8.316600e-03   
Veggies                                             3.307195e-02   
HvyAlcoholConsump                                   2.969533e-02   
AnyHealthcare                                       3.273307e-02   
NoDocbcCost                                        -5.981254e-02   
DiffWalk                                           -9.204147e-03   
BMI_Underweight                                    -5.551115e-17   
BMI_Healthy weight                                  2.845864e-17   
BMI_Overweight                                     -1.387779e-17   
BMI_Class 1 Obesity                                -6.938894e-18   
BMI_Class 2 Obesity                                 8.673617e-19   
BMI_Class 3 Obesity                                -2.168404e-19   
GenHlth_Excellent                                   9.729122e-02   
GenHlth_Very good                                   5.034030e-02   
GenHlth_Good                                       -1.430086e-01   
GenHlth_Fair                                       -4.655355e-03   
GenHlth_Poor                                        3.245512e-05   
MentHlth_0                                         -1.996540e-02   
MentHlth_1-5                                        5.121157e-02   
MentHlth_6-10                                      -8.250192e-03   
MentHlth_11-15                                     -8.877370e-03   
MentHlth_16-20                                      3.618409e-04   
MentHlth_21-25                                      1.527263e-03   
MentHlth_26-30                                     -1.600771e-02   
PhysHlth_0                                         -7.601173e-02   
PhysHlth_1-5                                        9.646054e-02   
PhysHlth_6-10                                      -7.931969e-03   
PhysHlth_11-15                                     -4.690008e-03   
PhysHlth_16-20                                     -2.939931e-03   
PhysHlth_21-25                                      2.015964e-03   
PhysHlth_26-30                                     -6.902861e-03   
Education_Never attended school or only kinderg... -1.204640e-05   
Education_Elementary                               -5.487997e-03   
Education_Some high school                         -1.327823e-02   
Education_High school graduate                     -3.854039e-02   
Education_Some college or technical school          4.936320e-01   
Education_College graduate                         -4.363133e-01   
Income_Less than $10,000                           -1.100760e-02   
Income_$10,000-$14,999                             -8.505638e-03   
Income_$15,000-$19,999                             -1.684314e-02   
Income_$20,000-$24,999                             -1.886602e-02   
Income_$25,000-$34,999                             -3.869504e-02   
Income_$35,000-$49,999                             -9.329962e-02   
Income_$50,000-$74,999                             -3.871804e-01   
Income_$75,000 or more                              5.743975e-01   
Sex_Female                                          3.676017e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                           3.676017e-17   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC6  \
HighBP                                             -7.059464e-02   
HighChol                                           -1.120839e-01   
CholCheck                                          -7.902580e-03   
Smoker                                             -2.812146e-01   
Stroke                                             -7.891864e-03   
HeartDiseaseorAttack                               -9.105508e-03   
PhysActivity                                        1.817498e-01   
Fruits                                              5.867879e-01   
Veggies                                             1.811624e-01   
HvyAlcoholConsump                                  -5.137413e-02   
AnyHealthcare                                      -3.833964e-03   
NoDocbcCost                                        -4.052937e-02   
DiffWalk                                           -5.162856e-02   
BMI_Underweight                                    -2.775558e-17   
BMI_Healthy weight                                 -3.865386e-17   
BMI_Overweight                                      1.387779e-17   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                -8.673617e-19   
BMI_Class 3 Obesity                                 2.168404e-19   
GenHlth_Excellent                                   1.693784e-01   
GenHlth_Very good                                   1.208359e-01   
GenHlth_Good                                       -2.329899e-01   
GenHlth_Fair                                       -3.569434e-02   
GenHlth_Poor                                       -2.152996e-02   
MentHlth_0                                          1.739517e-02   
MentHlth_1-5                                        9.544718e-02   
MentHlth_6-10                                      -2.923865e-02   
MentHlth_11-15                                     -2.333425e-02   
MentHlth_16-20                                     -1.115411e-02   
MentHlth_21-25                                     -1.866018e-03   
MentHlth_26-30                                     -4.724932e-02   
PhysHlth_0                                         -9.548616e-02   
PhysHlth_1-5                                        1.873087e-01   
PhysHlth_6-10                                      -1.746374e-02   
PhysHlth_11-15                                     -1.789175e-02   
PhysHlth_16-20                                     -6.955595e-03   
PhysHlth_21-25                                     -5.095148e-03   
PhysHlth_26-30                                     -4.441632e-02   
Education_Never attended school or only kinderg... -4.514943e-04   
Education_Elementary                               -3.963307e-03   
Education_Some high school                         -1.674838e-02   
Education_High school graduate                     -9.995321e-02   
Education_Some college or technical school          2.918317e-01   
Education_College graduate                         -1.707153e-01   
Income_Less than $10,000                           -2.924293e-02   
Income_$10,000-$14,999                             -8.732775e-03   
Income_$15,000-$19,999                             -1.286052e-02   
Income_$20,000-$24,999                             -7.546249e-03   
Income_$25,000-$34,999                             -1.097768e-03   
Income_$35,000-$49,999                              6.476300e-02   
Income_$50,000-$74,999                              3.109750e-01   
Income_$75,000 or more                             -3.162577e-01   
Sex_Female                                         -3.631204e-17   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                          -3.631204e-17   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC7  \
HighBP                                              3.572699e-02   
HighChol                                            4.431575e-02   
CholCheck                                           4.417939e-03   
Smoker                                              6.960938e-01   
Stroke                                              3.059947e-03   
HeartDiseaseorAttack                                1.014746e-02   
PhysActivity                                        9.565234e-02   
Fruits                                              5.920101e-01   
Veggies                                             2.160241e-01   
HvyAlcoholConsump                                   7.428625e-02   
AnyHealthcare                                      -2.774674e-02   
NoDocbcCost                                         7.661925e-02   
DiffWalk                                            3.547397e-02   
BMI_Underweight                                    -2.775558e-17   
BMI_Healthy weight                                  8.404579e-18   
BMI_Overweight                                      1.110223e-16   
BMI_Class 1 Obesity                                 5.551115e-17   
BMI_Class 2 Obesity                                 5.551115e-17   
BMI_Class 3 Obesity                                 6.938894e-18   
GenHlth_Excellent                                  -7.348115e-02   
GenHlth_Very good                                  -3.044543e-02   
GenHlth_Good                                        5.676649e-02   
GenHlth_Fair                                        3.332181e-02   
GenHlth_Poor                                        1.383828e-02   
MentHlth_0                                         -1.693750e-02   
MentHlth_1-5                                       -6.914400e-02   
MentHlth_6-10                                       1.414461e-02   
MentHlth_11-15                                      2.290025e-02   
MentHlth_16-20                                      6.330928e-03   
MentHlth_21-25                                      2.574747e-03   
MentHlth_26-30                                      4.013097e-02   
PhysHlth_0                                          3.590585e-02   
PhysHlth_1-5                                       -1.039330e-01   
PhysHlth_6-10                                       7.921685e-03   
PhysHlth_11-15                                      1.585021e-02   
PhysHlth_16-20                                      8.230691e-03   
PhysHlth_21-25                                      3.844581e-03   
PhysHlth_26-30                                      3.217997e-02   
Education_Never attended school or only kinderg... -1.602472e-04   
Education_Elementary                                3.755024e-04   
Education_Some high school                          8.153445e-03   
Education_High school graduate                      8.242520e-02   
Education_Some college or technical school         -1.745953e-01   
Education_College graduate                          8.380144e-02   
Income_Less than $10,000                            4.194115e-03   
Income_$10,000-$14,999                              3.511411e-03   
Income_$15,000-$19,999                              1.533658e-02   
Income_$20,000-$24,999                              1.652700e-02   
Income_$25,000-$34,999                              1.118185e-02   
Income_$35,000-$49,999                              2.986943e-03   
Income_$50,000-$74,999                             -1.107319e-01   
Income_$75,000 or more                              5.699402e-02   
Sex_Female                                          2.126578e-17   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           2.126578e-17   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC8  \
HighBP                                              5.141043e-02   
HighChol                                            6.947550e-02   
CholCheck                                           3.084657e-02   
Smoker                                             -4.779107e-01   
Stroke                                              6.102414e-03   
HeartDiseaseorAttack                                4.210479e-03   
PhysActivity                                       -6.566299e-02   
Fruits                                              3.749271e-01   
Veggies                                             3.488090e-02   
HvyAlcoholConsump                                  -8.021883e-02   
AnyHealthcare                                      -2.638048e-02   
NoDocbcCost                                         4.654398e-02   
DiffWalk                                            2.783386e-02   
BMI_Underweight                                    -5.551115e-17   
BMI_Healthy weight                                 -5.846708e-18   
BMI_Overweight                                     -5.551115e-17   
BMI_Class 1 Obesity                                -1.110223e-16   
BMI_Class 2 Obesity                                 2.775558e-17   
BMI_Class 3 Obesity                                 6.938894e-18   
GenHlth_Excellent                                  -3.694004e-01   
GenHlth_Very good                                  -1.927771e-01   
GenHlth_Good                                        5.660330e-01   
GenHlth_Fair                                       -1.918880e-03   
GenHlth_Poor                                       -1.936545e-03   
MentHlth_0                                         -5.141547e-02   
MentHlth_1-5                                        1.066534e-02   
MentHlth_6-10                                       1.346374e-02   
MentHlth_11-15                                      6.994608e-03   
MentHlth_16-20                                      5.473213e-03   
MentHlth_21-25                                      1.081737e-03   
MentHlth_26-30                                      1.373683e-02   
PhysHlth_0                                          1.030274e-01   
PhysHlth_1-5                                       -1.655865e-01   
PhysHlth_6-10                                       2.956875e-02   
PhysHlth_11-15                                      1.338523e-02   
PhysHlth_16-20                                      4.578222e-03   
PhysHlth_21-25                                     -1.300081e-03   
PhysHlth_26-30                                      1.632704e-02   
Education_Never attended school or only kinderg...  1.842261e-04   
Education_Elementary                                1.051355e-02   
Education_Some high school                          1.321375e-02   
Education_High school graduate                      2.002376e-02   
Education_Some college or technical school          4.619748e-02   
Education_College graduate                         -9.013276e-02   
Income_Less than $10,000                            1.228436e-02   
Income_$10,000-$14,999                              1.478372e-02   
Income_$15,000-$19,999                              1.361443e-02   
Income_$20,000-$24,999                              3.568054e-02   
Income_$25,000-$34,999                              2.210824e-02   
Income_$35,000-$49,999                             -8.902984e-03   
Income_$50,000-$74,999                             -2.075705e-01   
Income_$75,000 or more                              1.180022e-01   
Sex_Female                                          4.770836e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                           4.770836e-17   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC9  \
HighBP                                              3.418239e-02   
HighChol                                            5.702024e-02   
CholCheck                                           3.088058e-03   
Smoker                                             -2.367387e-01   
Stroke                                              7.402237e-03   
HeartDiseaseorAttack                                7.998292e-03   
PhysActivity                                       -2.005833e-01   
Fruits                                              1.460104e-01   
Veggies                                            -4.472212e-02   
HvyAlcoholConsump                                  -7.790006e-02   
AnyHealthcare                                      -6.487743e-02   
NoDocbcCost                                         4.234099e-02   
DiffWalk                                            7.650767e-02   
BMI_Underweight                                     5.551115e-17   
BMI_Healthy weight                                 -2.406487e-17   
BMI_Overweight                                     -1.387779e-16   
BMI_Class 1 Obesity                                 2.220446e-16   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                 5.551115e-17   
GenHlth_Excellent                                   1.141644e-01   
GenHlth_Very good                                   1.000565e-01   
GenHlth_Good                                       -3.607132e-01   
GenHlth_Fair                                        1.014854e-01   
GenHlth_Poor                                        4.500693e-02   
MentHlth_0                                         -1.935304e-02   
MentHlth_1-5                                        3.123395e-02   
MentHlth_6-10                                      -4.056172e-02   
MentHlth_11-15                                     -1.229881e-02   
MentHlth_16-20                                     -1.145977e-03   
MentHlth_21-25                                     -1.589255e-04   
MentHlth_26-30                                      4.228452e-02   
PhysHlth_0                                         -7.176104e-02   
PhysHlth_1-5                                       -1.969099e-02   
PhysHlth_6-10                                      -1.883073e-03   
PhysHlth_11-15                                      9.593035e-03   
PhysHlth_16-20                                      1.037026e-02   
PhysHlth_21-25                                      2.938732e-03   
PhysHlth_26-30                                      7.043308e-02   
Education_Never attended school or only kinderg...  3.774921e-04   
Education_Elementary                                1.044577e-02   
Education_Some high school                          2.078877e-02   
Education_High school graduate                      6.217072e-01   
Education_Some college or technical school         -3.994206e-01   
Education_College graduate                         -2.538986e-01   
Income_Less than $10,000                            4.575716e-02   
Income_$10,000-$14,999                              3.702469e-02   
Income_$15,000-$19,999                              4.508691e-02   
Income_$20,000-$24,999                              2.933657e-02   
Income_$25,000-$34,999                              4.432260e-02   
Income_$35,000-$49,999                              3.443566e-02   
Income_$50,000-$74,999                             -2.371255e-01   
Income_$75,000 or more                              1.161887e-03   
Sex_Female                                          4.814584e-17   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           4.814584e-17   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC10  ...  PC49  \
HighBP                                              1.488587e-01  ...   0.0   
HighChol                                            4.449162e-01  ...   0.0   
CholCheck                                           2.615966e-02  ...   0.0   
Smoker                                             -8.112946e-02  ...   0.0   
Stroke                                              3.256334e-02  ...   0.0   
HeartDiseaseorAttack                                3.303826e-02  ...   0.0   
PhysActivity                                       -3.656750e-01  ...   0.0   
Fruits                                              1.414545e-01  ...   0.0   
Veggies                                            -1.014262e-01  ...   0.0   
HvyAlcoholConsump                                  -4.767396e-02  ...   0.0   
AnyHealthcare                                       9.506333e-03  ...   0.0   
NoDocbcCost                                         1.261136e-01  ...   0.0   
DiffWalk                                            1.988763e-01  ...   0.0   
BMI_Underweight                                    -0.000000e+00  ...   0.0   
BMI_Healthy weight                                  1.163216e-16  ...   0.0   
BMI_Overweight                                      1.387779e-16  ...   0.0   
BMI_Class 1 Obesity                                -5.551115e-17  ...   0.0   
BMI_Class 2 Obesity                                -0.000000e+00  ...   0.0   
BMI_Class 3 Obesity                                -5.551115e-17  ...   0.0   
GenHlth_Excellent                                   3.967948e-02  ...   0.0   
GenHlth_Very good                                   2.219051e-03  ...   0.0   
GenHlth_Good                                       -3.202183e-01  ...   0.0   
GenHlth_Fair                                        1.749429e-01  ...   0.0   
GenHlth_Poor                                        1.033768e-01  ...   0.0   
MentHlth_0                                         -1.399868e-01  ...   0.0   
MentHlth_1-5                                       -2.120648e-01  ...   0.0   
MentHlth_6-10                                       8.409847e-02  ...   0.0   
MentHlth_11-15                                      5.591238e-02  ...   0.0   
MentHlth_16-20                                      3.617367e-02  ...   0.0   
MentHlth_21-25                                      8.210509e-03  ...   0.0   
MentHlth_26-30                                      1.676566e-01  ...   0.0   
PhysHlth_0                                         -9.741609e-02  ...   0.0   
PhysHlth_1-5                                       -2.248457e-01  ...   0.0   
PhysHlth_6-10                                       7.254646e-02  ...   0.0   
PhysHlth_11-15                                      4.313650e-02  ...   0.0   
PhysHlth_16-20                                      2.642546e-02  ...   0.0   
PhysHlth_21-25                                      1.399350e-02  ...   0.0   
PhysHlth_26-30                                      1.661599e-01  ...   0.0   
Education_Never attended school or only kinderg...  3.027231e-04  ...   0.0   
Education_Elementary                                1.085429e-02  ...   0.0   
Education_Some high school                          1.485254e-02  ...   0.0   
Education_High school graduate                     -3.664882e-01  ...   0.0   
Education_Some college or technical school          1.809148e-01  ...   0.0   
Education_College graduate                          1.595638e-01  ...   0.0   
Income_Less than $10,000                            5.419003e-02  ...   0.0   
Income_$10,000-$14,999                              2.912151e-02  ...   0.0   
Income_$15,000-$19,999                              2.290437e-02  ...   0.0   
Income_$20,000-$24,999                             -4.795689e-04  ...   0.0   
Income_$25,000-$34,999                             -1.342834e-02  ...   0.0   
Income_$35,000-$49,999                             -7.624271e-02  ...   0.0   
Income_$50,000-$74,999                             -4.237995e-03  ...   0.0   
Income_$75,000 or more                             -1.182730e-02  ...   0.0   
Sex_Female                                          1.016437e-16  ...   0.0   
Sex_Male                                           -0.000000e+00  ...   0.0   
Age_18-29                                          -0.000000e+00  ...   0.0   
Age_30-49                                           1.016437e-16  ...   0.0   
Age_50-64                                          -0.000000e+00  ...   0.0   
Age_65+                                            -0.000000e+00  ...   1.0   

                                                    PC50  PC51  PC52  \
HighBP                                               0.0   0.0   0.0   
HighChol                                             0.0   0.0   0.0   
CholCheck                                            0.0   0.0   0.0   
Smoker                                               0.0   0.0   0.0   
Stroke                                               0.0   0.0   0.0   
HeartDiseaseorAttack                                 0.0   0.0   0.0   
PhysActivity                                         0.0   0.0   0.0   
Fruits                                               0.0   0.0   0.0   
Veggies                                              0.0   0.0   0.0   
HvyAlcoholConsump                                    0.0   0.0   0.0   
AnyHealthcare                                        0.0   0.0   0.0   
NoDocbcCost                                          0.0   0.0   0.0   
DiffWalk                                             0.0   0.0   0.0   
BMI_Underweight                                      0.0   0.0   0.0   
BMI_Healthy weight                                   0.0   0.0   0.0   
BMI_Overweight                                       0.0   0.0   0.0   
BMI_Class 1 Obesity                                  0.0   0.0   0.0   
BMI_Class 2 Obesity                                  0.0   0.0   0.0   
BMI_Class 3 Obesity                                  0.0   0.0   0.0   
GenHlth_Excellent                                    0.0   0.0   0.0   
GenHlth_Very good                                    0.0   0.0   0.0   
GenHlth_Good                                         0.0   0.0   0.0   
GenHlth_Fair                                         0.0   0.0   0.0   
GenHlth_Poor                                         0.0   0.0   0.0   
MentHlth_0                                           0.0   0.0   0.0   
MentHlth_1-5                                         0.0   0.0   0.0   
MentHlth_6-10                                        0.0   0.0   0.0   
MentHlth_11-15                                       0.0   0.0   0.0   
MentHlth_16-20                                       0.0   0.0   0.0   
MentHlth_21-25                                       0.0   0.0   0.0   
MentHlth_26-30                                       0.0   0.0   0.0   
PhysHlth_0                                           0.0   0.0   0.0   
PhysHlth_1-5                                         0.0   0.0   0.0   
PhysHlth_6-10                                        0.0   0.0   0.0   
PhysHlth_11-15                                       0.0   0.0   0.0   
PhysHlth_16-20                                       0.0   0.0   0.0   
PhysHlth_21-25                                       0.0   0.0   0.0   
PhysHlth_26-30                                       0.0   0.0   0.0   
Education_Never attended school or only kinderg...   0.0   0.0   0.0   
Education_Elementary                                 0.0   0.0   0.0   
Education_Some high school                           0.0   0.0   0.0   
Education_High school graduate                       0.0   0.0   0.0   
Education_Some college or technical school           0.0   0.0   0.0   
Education_College graduate                           0.0   0.0   0.0   
Income_Less than $10,000                             0.0   0.0   0.0   
Income_$10,000-$14,999                               0.0   0.0   0.0   
Income_$15,000-$19,999                               0.0   0.0   0.0   
Income_$20,000-$24,999                               0.0   0.0   0.0   
Income_$25,000-$34,999                               0.0   0.0   0.0   
Income_$35,000-$49,999                               0.0   0.0   0.0   
Income_$50,000-$74,999                               0.0   0.0   0.0   
Income_$75,000 or more                               0.0   0.0   0.0   
Sex_Female                                           0.0   0.0   0.0   
Sex_Male                                             0.0   1.0   0.0   
Age_18-29                                            0.0   0.0   1.0   
Age_30-49                                            0.0   0.0   0.0   
Age_50-64                                            1.0   0.0   0.0   
Age_65+                                              0.0   0.0   0.0   

                                                            PC53  \
HighBP                                              0.000000e+00   
HighChol                                           -7.907725e-17   
CholCheck                                           1.452813e-16   
Smoker                                              1.269235e-16   
Stroke                                             -9.164309e-16   
HeartDiseaseorAttack                                5.946122e-16   
PhysActivity                                       -2.499914e-16   
Fruits                                              2.548214e-17   
Veggies                                             2.086466e-16   
HvyAlcoholConsump                                  -1.668385e-16   
AnyHealthcare                                      -3.872190e-16   
NoDocbcCost                                        -2.610034e-16   
DiffWalk                                           -2.449167e-16   
BMI_Underweight                                     1.270296e-01   
BMI_Healthy weight                                 -1.107055e-01   
BMI_Overweight                                     -3.954681e-01   
BMI_Class 1 Obesity                                 1.206571e-01   
BMI_Class 2 Obesity                                 4.452232e-01   
BMI_Class 3 Obesity                                -3.486728e-01   
GenHlth_Excellent                                   7.289088e-02   
GenHlth_Very good                                   7.289088e-02   
GenHlth_Good                                        7.289088e-02   
GenHlth_Fair                                        7.289088e-02   
GenHlth_Poor                                        7.289088e-02   
MentHlth_0                                         -1.118878e-02   
MentHlth_1-5                                       -1.118878e-02   
MentHlth_6-10                                      -1.118878e-02   
MentHlth_11-15                                     -1.118878e-02   
MentHlth_16-20                                     -1.118878e-02   
MentHlth_21-25                                     -1.118878e-02   
MentHlth_26-30                                     -1.118878e-02   
PhysHlth_0                                         -5.303824e-02   
PhysHlth_1-5                                       -5.303824e-02   
PhysHlth_6-10                                      -5.303824e-02   
PhysHlth_11-15                                     -5.303824e-02   
PhysHlth_16-20                                     -5.303824e-02   
PhysHlth_21-25                                     -5.303824e-02   
PhysHlth_26-30                                     -5.303824e-02   
Education_Never attended school or only kinderg...  2.640097e-01   
Education_Elementary                                2.640097e-01   
Education_Some high school                          2.640097e-01   
Education_High school graduate                      2.640097e-01   
Education_Some college or technical school          2.640097e-01   
Education_College graduate                          2.640097e-01   
Income_Less than $10,000                           -3.081294e-02   
Income_$10,000-$14,999                             -3.081294e-02   
Income_$15,000-$19,999                             -3.081294e-02   
Income_$20,000-$24,999                             -3.081294e-02   
Income_$25,000-$34,999                             -3.081294e-02   
Income_$35,000-$49,999                             -3.081294e-02   
Income_$50,000-$74,999                             -3.081294e-02   
Income_$75,000 or more                             -3.081294e-02   
Sex_Female                                          6.294003e-02   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           6.294003e-02   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC54  \
HighBP                                             -0.000000e+00   
HighChol                                            5.422440e-17   
CholCheck                                          -4.395378e-16   
Smoker                                             -1.019030e-16   
Stroke                                              3.817684e-17   
HeartDiseaseorAttack                               -3.862557e-16   
PhysActivity                                        2.815783e-17   
Fruits                                              4.876758e-17   
Veggies                                            -1.240261e-16   
HvyAlcoholConsump                                   1.664484e-16   
AnyHealthcare                                      -3.009423e-16   
NoDocbcCost                                        -2.215311e-16   
DiffWalk                                           -2.422733e-16   
BMI_Underweight                                     1.732592e-01   
BMI_Healthy weight                                 -3.328028e-01   
BMI_Overweight                                     -8.110824e-02   
BMI_Class 1 Obesity                                 8.165624e-02   
BMI_Class 2 Obesity                                -6.907763e-03   
BMI_Class 3 Obesity                                 4.647759e-01   
GenHlth_Excellent                                   9.440838e-02   
GenHlth_Very good                                   9.440838e-02   
GenHlth_Good                                        9.440838e-02   
GenHlth_Fair                                        9.440838e-02   
GenHlth_Poor                                        9.440838e-02   
MentHlth_0                                         -5.543957e-02   
MentHlth_1-5                                       -5.543957e-02   
MentHlth_6-10                                      -5.543957e-02   
MentHlth_11-15                                     -5.543957e-02   
MentHlth_16-20                                     -5.543957e-02   
MentHlth_21-25                                     -5.543957e-02   
MentHlth_26-30                                     -5.543957e-02   
PhysHlth_0                                         -2.606889e-01   
PhysHlth_1-5                                       -2.606889e-01   
PhysHlth_6-10                                      -2.606889e-01   
PhysHlth_11-15                                     -2.606889e-01   
PhysHlth_16-20                                     -2.606889e-01   
PhysHlth_21-25                                     -2.606889e-01   
PhysHlth_26-30                                     -2.606889e-01   
Education_Never attended school or only kinderg... -3.036589e-02   
Education_Elementary                               -3.036589e-02   
Education_Some high school                         -3.036589e-02   
Education_High school graduate                     -3.036589e-02   
Education_Some college or technical school         -3.036589e-02   
Education_College graduate                         -3.036589e-02   
Income_Less than $10,000                            1.013271e-01   
Income_$10,000-$14,999                              1.013271e-01   
Income_$15,000-$19,999                              1.013271e-01   
Income_$20,000-$24,999                              1.013271e-01   
Income_$25,000-$34,999                              1.013271e-01   
Income_$35,000-$49,999                              1.013271e-01   
Income_$50,000-$74,999                              1.013271e-01   
Income_$75,000 or more                              1.013271e-01   
Sex_Female                                          1.504400e-02   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                           1.504400e-02   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC55  \
HighBP                                             -2.676577e-16   
HighChol                                            1.210731e-16   
CholCheck                                           5.551639e-16   
Smoker                                             -1.173797e-16   
Stroke                                             -6.856159e-16   
HeartDiseaseorAttack                                1.282117e-15   
PhysActivity                                        6.682763e-17   
Fruits                                             -3.780105e-17   
Veggies                                            -5.624104e-17   
HvyAlcoholConsump                                  -3.056880e-17   
AnyHealthcare                                       1.151596e-16   
NoDocbcCost                                        -4.520861e-17   
DiffWalk                                           -4.288824e-16   
BMI_Underweight                                     4.343270e-01   
BMI_Healthy weight                                 -4.981591e-02   
BMI_Overweight                                     -4.323916e-01   
BMI_Class 1 Obesity                                 1.585463e-01   
BMI_Class 2 Obesity                                -1.736029e-03   
BMI_Class 3 Obesity                                 1.253007e-02   
GenHlth_Excellent                                   9.383182e-02   
GenHlth_Very good                                   9.383182e-02   
GenHlth_Good                                        9.383182e-02   
GenHlth_Fair                                        9.383182e-02   
GenHlth_Poor                                        9.383182e-02   
MentHlth_0                                         -9.885180e-02   
MentHlth_1-5                                       -9.885180e-02   
MentHlth_6-10                                      -9.885180e-02   
MentHlth_11-15                                     -9.885180e-02   
MentHlth_16-20                                     -9.885180e-02   
MentHlth_21-25                                     -9.885180e-02   
MentHlth_26-30                                     -9.885180e-02   
PhysHlth_0                                          1.943794e-01   
PhysHlth_1-5                                        1.943794e-01   
PhysHlth_6-10                                       1.943794e-01   
PhysHlth_11-15                                      1.943794e-01   
PhysHlth_16-20                                      1.943794e-01   
PhysHlth_21-25                                      1.943794e-01   
PhysHlth_26-30                                      1.943794e-01   
Education_Never attended school or only kinderg... -1.116671e-01   
Education_Elementary                               -1.116671e-01   
Education_Some high school                         -1.116671e-01   
Education_High school graduate                     -1.116671e-01   
Education_Some college or technical school         -1.116671e-01   
Education_College graduate                         -1.116671e-01   
Income_Less than $10,000                            1.325322e-01   
Income_$10,000-$14,999                              1.325322e-01   
Income_$15,000-$19,999                              1.325322e-01   
Income_$20,000-$24,999                              1.325322e-01   
Income_$25,000-$34,999                              1.325322e-01   
Income_$35,000-$49,999                              1.325322e-01   
Income_$50,000-$74,999                              1.325322e-01   
Income_$75,000 or more                              1.325322e-01   
Sex_Female                                         -4.677754e-02   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                          -4.677754e-02   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC56  \
HighBP                                             -0.000000e+00   
HighChol                                            9.037400e-18   
CholCheck                                           2.072147e-16   
Smoker                                              3.952512e-17   
Stroke                                              1.321366e-15   
HeartDiseaseorAttack                               -1.250549e-15   
PhysActivity                                       -2.563171e-16   
Fruits                                             -8.094472e-17   
Veggies                                             2.278180e-17   
HvyAlcoholConsump                                   1.006384e-16   
AnyHealthcare                                       8.474844e-16   
NoDocbcCost                                         3.822962e-16   
DiffWalk                                            1.071744e-16   
BMI_Underweight                                    -2.017118e-01   
BMI_Healthy weight                                  1.189944e-01   
BMI_Overweight                                      6.962674e-02   
BMI_Class 1 Obesity                                -4.608587e-02   
BMI_Class 2 Obesity                                 3.902399e-01   
BMI_Class 3 Obesity                                 1.362753e-01   
GenHlth_Excellent                                  -2.615493e-01   
GenHlth_Very good                                  -2.615493e-01   
GenHlth_Good                                       -2.615493e-01   
GenHlth_Fair                                       -2.615493e-01   
GenHlth_Poor                                       -2.615493e-01   
MentHlth_0                                         -8.241162e-02   
MentHlth_1-5                                       -8.241162e-02   
MentHlth_6-10                                      -8.241162e-02   
MentHlth_11-15                                     -8.241162e-02   
MentHlth_16-20                                     -8.241162e-02   
MentHlth_21-25                                     -8.241162e-02   
MentHlth_26-30                                     -8.241162e-02   
PhysHlth_0                                          1.462479e-02   
PhysHlth_1-5                                        1.462479e-02   
PhysHlth_6-10                                       1.462479e-02   
PhysHlth_11-15                                      1.462479e-02   
PhysHlth_16-20                                      1.462479e-02   
PhysHlth_21-25                                      1.462479e-02   
PhysHlth_26-30                                      1.462479e-02   
Education_Never attended school or only kinderg...  6.740951e-02   
Education_Elementary                                6.740951e-02   
Education_Some high school                          6.740951e-02   
Education_High school graduate                      6.740951e-02   
Education_Some college or technical school          6.740951e-02   
Education_College graduate                          6.740951e-02   
Income_Less than $10,000                            1.952068e-01   
Income_$10,000-$14,999                              1.952068e-01   
Income_$15,000-$19,999                              1.952068e-01   
Income_$20,000-$24,999                              1.952068e-01   
Income_$25,000-$34,999                              1.952068e-01   
Income_$35,000-$49,999                              1.952068e-01   
Income_$50,000-$74,999                              1.952068e-01   
Income_$75,000 or more                              1.952068e-01   
Sex_Female                                         -1.485495e-01   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -1.485495e-01   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC57          PC58  
HighBP                                             -0.000000e+00 -0.000000e+00  
HighChol                                           -1.807480e-17  9.263335e-17  
CholCheck                                           4.778875e-16 -1.166962e-16  
Smoker                                              1.003967e-16 -9.659587e-17  
Stroke                                              1.201788e-15  3.526414e-17  
HeartDiseaseorAttack                               -6.318332e-17 -6.655591e-17  
PhysActivity                                       -1.300897e-18 -6.653814e-17  
Fruits                                              5.307468e-17  2.787657e-17  
Veggies                                             1.986015e-16 -2.158079e-16  
HvyAlcoholConsump                                   8.170474e-17 -8.142561e-17  
AnyHealthcare                                      -1.570956e-16 -6.962859e-16  
NoDocbcCost                                        -1.914877e-17 -4.332220e-16  
DiffWalk                                           -1.416820e-16 -5.780083e-17  
BMI_Underweight                                     2.488378e-01 -7.335154e-02  
BMI_Healthy weight                                 -2.138371e-01 -3.011684e-01  
BMI_Overweight                                      4.829057e-01  4.953729e-01  
BMI_Class 1 Obesity                                -1.199862e-01  2.679395e-01  
BMI_Class 2 Obesity                                -7.462441e-02  1.759135e-01  
BMI_Class 3 Obesity                                -3.219430e-01 -3.117729e-01  
GenHlth_Excellent                                   4.538754e-02  9.724261e-02  
GenHlth_Very good                                   4.538754e-02  9.724261e-02  
GenHlth_Good                                        4.538754e-02  9.724261e-02  
GenHlth_Fair                                        4.538754e-02  9.724261e-02  
GenHlth_Poor                                        4.538754e-02  9.724261e-02  
MentHlth_0                                          1.099695e-01 -1.893715e-01  
MentHlth_1-5                                        1.099695e-01 -1.893715e-01  
MentHlth_6-10                                       1.099695e-01 -1.893715e-01  
MentHlth_11-15                                      1.099695e-01 -1.893715e-01  
MentHlth_16-20                                      1.099695e-01 -1.893715e-01  
MentHlth_21-25                                      1.099695e-01 -1.893715e-01  
MentHlth_26-30                                      1.099695e-01 -1.893715e-01  
PhysHlth_0                                          2.378115e-02  4.615882e-03  
PhysHlth_1-5                                        2.378115e-02  4.615882e-03  
PhysHlth_6-10                                       2.378115e-02  4.615882e-03  
PhysHlth_11-15                                      2.378115e-02  4.615882e-03  
PhysHlth_16-20                                      2.378115e-02  4.615882e-03  
PhysHlth_21-25                                      2.378115e-02  4.615882e-03  
PhysHlth_26-30                                      2.378115e-02  4.615882e-03  
Education_Never attended school or only kinderg...  5.277121e-02 -4.689772e-02  
Education_Elementary                                5.277121e-02 -4.689772e-02  
Education_Some high school                          5.277121e-02 -4.689772e-02  
Education_High school graduate                      5.277121e-02 -4.689772e-02  
Education_Some college or technical school          5.277121e-02 -4.689772e-02  
Education_College graduate                          5.277121e-02 -4.689772e-02  
Income_Less than $10,000                            1.849563e-01 -4.303260e-02  
Income_$10,000-$14,999                              1.849563e-01 -4.303260e-02  
Income_$15,000-$19,999                              1.849563e-01 -4.303260e-02  
Income_$20,000-$24,999                              1.849563e-01 -4.303260e-02  
Income_$25,000-$34,999                              1.849563e-01 -4.303260e-02  
Income_$35,000-$49,999                              1.849563e-01 -4.303260e-02  
Income_$50,000-$74,999                              1.849563e-01 -4.303260e-02  
Income_$75,000 or more                              1.849563e-01 -4.303260e-02  
Sex_Female                                          2.704177e-01 -2.570133e-01  
Sex_Male                                           -0.000000e+00 -0.000000e+00  
Age_18-29                                          -0.000000e+00 -0.000000e+00  
Age_30-49                                           2.704177e-01 -2.570133e-01  
Age_50-64                                          -0.000000e+00 -0.000000e+00  
Age_65+                                            -0.000000e+00 -0.000000e+00  

[58 rows x 58 columns]

PCA Results for Subset_14:
        PC1       PC2       PC3       PC4       PC5       PC6       PC7  \
0  0.269368 -0.023848 -0.885981  0.814627  0.519855  0.195885  0.002487   
1  0.549076 -0.412368 -0.862120  0.790367  0.080693 -0.642827 -0.804170   
2 -1.020327  0.626446 -0.335922  0.402807 -0.624451 -0.480831  0.073692   
3  0.490596 -0.127113  0.964759  0.022986 -0.089487 -0.364383 -0.212571   
4 -0.681955 -0.894496  0.302050 -0.483621 -0.834433  0.686077 -0.264273   

        PC8       PC9      PC10  ...  PC49  PC50  PC51  PC52          PC53  \
0  0.234535  0.990474 -0.560987  ...   0.0   0.0   0.0   0.0 -1.110223e-16   
1 -0.285430  0.013580 -0.074963  ...   0.0   0.0   0.0   0.0 -2.220446e-16   
2 -0.043301 -0.781242 -0.484535  ...   0.0   0.0   0.0   0.0  1.110223e-16   
3  0.269703  0.295479  0.466784  ...   0.0   0.0   0.0   0.0 -5.551115e-17   
4 -0.231193  0.071594  0.441417  ...   0.0   0.0   0.0   0.0  2.220446e-16   

           PC54          PC55          PC56          PC57          PC58  
0  1.665335e-16 -1.665335e-16  2.775558e-17  0.000000e+00  2.220446e-16  
1  1.665335e-16  1.387779e-16  8.326673e-17 -2.220446e-16  3.330669e-16  
2  1.665335e-16 -1.137979e-15 -1.942890e-16 -2.220446e-16  3.330669e-16  
3  1.665335e-16  2.775558e-17  1.942890e-16  0.000000e+00  3.330669e-16  
4 -4.996004e-16  1.942890e-16  3.053113e-16 -4.440892e-16  5.551115e-16  

[5 rows x 58 columns]
No description has been provided for this image
For Subset_14, retain 22 components to explain 90% of the variance.


Explained Variance for Subset_15:
[1.39688774e-01 9.36454793e-02 7.84995501e-02 5.99707209e-02
 5.88579987e-02 5.29984673e-02 5.04982383e-02 4.42806131e-02
 4.01067404e-02 3.94687598e-02 3.14944698e-02 2.94724993e-02
 2.79781950e-02 2.55117460e-02 2.29662084e-02 2.15045126e-02
 1.78138652e-02 1.50779406e-02 1.45056364e-02 1.36495146e-02
 1.30913408e-02 1.14475696e-02 1.11285664e-02 1.02503934e-02
 9.43195295e-03 8.92135529e-03 8.20158709e-03 7.00258233e-03
 6.41833785e-03 6.20590829e-03 5.83897730e-03 4.47885794e-03
 4.12544691e-03 3.54342325e-03 3.28378157e-03 2.89013845e-03
 1.84755058e-03 1.43574363e-03 1.29557204e-03 9.26948876e-04
 2.44035955e-04 1.37671255e-17 1.09431867e-17 5.28442555e-18
 2.51298021e-18 1.54325063e-18 3.30387970e-20 1.16958617e-33
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00]

Cumulative Variance for Subset_15:
[0.13968877 0.23333425 0.3118338  0.37180452 0.43066252 0.48366099
 0.53415923 0.57843984 0.61854658 0.65801534 0.68950981 0.71898231
 0.74696051 0.77247225 0.79543846 0.81694297 0.83475684 0.84983478
 0.86434041 0.87798993 0.89108127 0.90252884 0.91365741 0.9239078
 0.93333975 0.94226111 0.9504627  0.95746528 0.96388362 0.97008952
 0.9759285  0.98040736 0.98453281 0.98807623 0.99136001 0.99425015
 0.9960977  0.99753344 0.99882902 0.99975596 1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.        ]

Loadings for Subset_15:
                                                             PC1  \
HighBP                                             -1.076417e-01   
HighChol                                           -4.912187e-02   
CholCheck                                           3.534668e-02   
Smoker                                             -3.477516e-01   
Stroke                                             -1.092213e-02   
HeartDiseaseorAttack                               -2.535662e-02   
PhysActivity                                        1.562237e-01   
Fruits                                              1.778354e-01   
Veggies                                             1.106918e-01   
HvyAlcoholConsump                                  -5.836133e-02   
AnyHealthcare                                       9.755040e-02   
NoDocbcCost                                        -1.166516e-01   
DiffWalk                                           -8.295928e-02   
BMI_Underweight                                     0.000000e+00   
BMI_Healthy weight                                 -2.031810e-17   
BMI_Overweight                                      1.292470e-26   
BMI_Class 1 Obesity                                -3.231174e-27   
BMI_Class 2 Obesity                                -2.019484e-28   
BMI_Class 3 Obesity                                -5.048710e-29   
GenHlth_Excellent                                   2.671274e-01   
GenHlth_Very good                                   3.155223e-02   
GenHlth_Good                                       -1.807012e-01   
GenHlth_Fair                                       -8.051413e-02   
GenHlth_Poor                                       -3.746435e-02   
MentHlth_0                                          1.994034e-01   
MentHlth_1-5                                       -6.368221e-02   
MentHlth_6-10                                      -2.728062e-02   
MentHlth_11-15                                     -2.603358e-02   
MentHlth_16-20                                     -1.205267e-02   
MentHlth_21-25                                     -5.073854e-03   
MentHlth_26-30                                     -6.528045e-02   
PhysHlth_0                                          1.818832e-01   
PhysHlth_1-5                                       -7.082707e-02   
PhysHlth_6-10                                      -1.874892e-02   
PhysHlth_11-15                                     -1.776373e-02   
PhysHlth_16-20                                     -9.588021e-03   
PhysHlth_21-25                                     -4.448229e-03   
PhysHlth_26-30                                     -6.050722e-02   
Education_Never attended school or only kinderg... -9.546302e-04   
Education_Elementary                               -1.422506e-02   
Education_Some high school                         -3.460387e-02   
Education_High school graduate                     -2.323063e-01   
Education_Some college or technical school         -2.015425e-01   
Education_College graduate                          4.836324e-01   
Income_Less than $10,000                           -4.050495e-02   
Income_$10,000-$14,999                             -3.816375e-02   
Income_$15,000-$19,999                             -5.350444e-02   
Income_$20,000-$24,999                             -6.003166e-02   
Income_$25,000-$34,999                             -6.115717e-02   
Income_$35,000-$49,999                             -9.868114e-02   
Income_$50,000-$74,999                             -8.984015e-02   
Income_$75,000 or more                              4.418833e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                           -2.031810e-17   
Age_18-29                                           0.000000e+00   
Age_30-49                                          -2.031810e-17   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC2  \
HighBP                                             -2.938210e-02   
HighChol                                           -9.644104e-02   
CholCheck                                          -2.205584e-02   
Smoker                                              3.031892e-02   
Stroke                                              1.113653e-03   
HeartDiseaseorAttack                               -2.515007e-03   
PhysActivity                                       -4.682167e-02   
Fruits                                              1.184299e-02   
Veggies                                            -2.230773e-02   
HvyAlcoholConsump                                   4.914420e-03   
AnyHealthcare                                      -5.376090e-02   
NoDocbcCost                                        -1.592370e-02   
DiffWalk                                           -1.700297e-02   
BMI_Underweight                                    -6.776264e-21   
BMI_Healthy weight                                 -9.013239e-19   
BMI_Overweight                                      8.470329e-22   
BMI_Class 1 Obesity                                 1.058791e-22   
BMI_Class 2 Obesity                                -2.646978e-23   
BMI_Class 3 Obesity                                 6.617445e-24   
GenHlth_Excellent                                   3.427547e-01   
GenHlth_Very good                                  -3.330927e-01   
GenHlth_Good                                        2.030473e-02   
GenHlth_Fair                                       -1.605639e-02   
GenHlth_Poor                                       -1.391032e-02   
MentHlth_0                                          4.382645e-01   
MentHlth_1-5                                       -3.429576e-01   
MentHlth_6-10                                      -4.049421e-02   
MentHlth_11-15                                     -1.342433e-02   
MentHlth_16-20                                     -1.075321e-02   
MentHlth_21-25                                     -5.366955e-03   
MentHlth_26-30                                     -2.526815e-02   
PhysHlth_0                                          4.178032e-01   
PhysHlth_1-5                                       -3.459583e-01   
PhysHlth_6-10                                      -3.300998e-02   
PhysHlth_11-15                                     -1.175564e-02   
PhysHlth_16-20                                     -2.303503e-03   
PhysHlth_21-25                                     -2.066620e-03   
PhysHlth_26-30                                     -2.270924e-02   
Education_Never attended school or only kinderg...  7.403219e-04   
Education_Elementary                                5.605733e-03   
Education_Some high school                          1.631090e-02   
Education_High school graduate                      1.259990e-01   
Education_Some college or technical school          1.179631e-01   
Education_College graduate                         -2.666191e-01   
Income_Less than $10,000                            2.338775e-03   
Income_$10,000-$14,999                              1.069795e-02   
Income_$15,000-$19,999                              2.075970e-02   
Income_$20,000-$24,999                              2.576352e-02   
Income_$25,000-$34,999                              2.951611e-02   
Income_$35,000-$49,999                              5.829922e-02   
Income_$50,000-$74,999                              4.255068e-02   
Income_$75,000 or more                             -1.899260e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -9.031601e-19   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -9.031601e-19   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC3  \
HighBP                                             -1.847124e-02   
HighChol                                           -3.192090e-02   
CholCheck                                          -1.942384e-02   
Smoker                                              4.104311e-02   
Stroke                                             -3.674389e-03   
HeartDiseaseorAttack                               -7.671190e-03   
PhysActivity                                        9.507100e-04   
Fruits                                             -7.285531e-03   
Veggies                                            -1.169986e-02   
HvyAlcoholConsump                                   3.378443e-03   
AnyHealthcare                                       8.572464e-03   
NoDocbcCost                                        -4.010333e-02   
DiffWalk                                           -4.410442e-02   
BMI_Underweight                                    -4.336809e-19   
BMI_Healthy weight                                  2.636499e-18   
BMI_Overweight                                      2.710505e-20   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                  -4.652485e-01   
GenHlth_Very good                                   7.144717e-01   
GenHlth_Good                                       -1.711577e-01   
GenHlth_Fair                                       -5.124245e-02   
GenHlth_Poor                                       -2.682302e-02   
MentHlth_0                                          2.592756e-01   
MentHlth_1-5                                       -1.602165e-01   
MentHlth_6-10                                      -2.977329e-02   
MentHlth_11-15                                     -1.620157e-02   
MentHlth_16-20                                     -1.028104e-02   
MentHlth_21-25                                     -2.708746e-03   
MentHlth_26-30                                     -4.009447e-02   
PhysHlth_0                                          2.779469e-01   
PhysHlth_1-5                                       -1.963453e-01   
PhysHlth_6-10                                      -1.990749e-02   
PhysHlth_11-15                                     -1.319500e-02   
PhysHlth_16-20                                     -6.587398e-03   
PhysHlth_21-25                                     -3.085887e-03   
PhysHlth_26-30                                     -3.882587e-02   
Education_Never attended school or only kinderg... -1.322580e-04   
Education_Elementary                               -5.778919e-03   
Education_Some high school                         -3.588347e-03   
Education_High school graduate                      6.692195e-03   
Education_Some college or technical school          9.661863e-02   
Education_College graduate                         -9.381130e-02   
Income_Less than $10,000                           -1.415351e-02   
Income_$10,000-$14,999                             -1.268420e-02   
Income_$15,000-$19,999                             -1.277175e-02   
Income_$20,000-$24,999                             -7.265929e-03   
Income_$25,000-$34,999                              7.013361e-03   
Income_$35,000-$49,999                              1.330628e-02   
Income_$50,000-$74,999                              1.702395e-02   
Income_$75,000 or more                              9.531785e-03   
Sex_Female                                          0.000000e+00   
Sex_Male                                            2.851579e-18   
Age_18-29                                           0.000000e+00   
Age_30-49                                           2.851579e-18   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC4  \
HighBP                                             -3.787888e-02   
HighChol                                           -3.354192e-02   
CholCheck                                           1.678282e-02   
Smoker                                              3.547490e-02   
Stroke                                              2.936297e-03   
HeartDiseaseorAttack                                3.611998e-04   
PhysActivity                                        7.933691e-02   
Fruits                                              5.962106e-01   
Veggies                                             2.656203e-01   
HvyAlcoholConsump                                  -1.924560e-02   
AnyHealthcare                                      -1.556586e-02   
NoDocbcCost                                         1.574010e-02   
DiffWalk                                            1.227122e-02   
BMI_Underweight                                    -2.220446e-16   
BMI_Healthy weight                                 -1.740727e-16   
BMI_Overweight                                      1.110223e-16   
BMI_Class 1 Obesity                                -2.775558e-17   
BMI_Class 2 Obesity                                -6.938894e-18   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                  -1.318670e-02   
GenHlth_Very good                                   3.381879e-02   
GenHlth_Good                                       -4.106948e-02   
GenHlth_Fair                                        1.142243e-02   
GenHlth_Poor                                        9.014963e-03   
MentHlth_0                                          3.329026e-01   
MentHlth_1-5                                       -2.952316e-01   
MentHlth_6-10                                      -1.889377e-02   
MentHlth_11-15                                     -1.284620e-02   
MentHlth_16-20                                     -5.242445e-03   
MentHlth_21-25                                      2.090790e-03   
MentHlth_26-30                                     -2.779322e-03   
PhysHlth_0                                         -4.124274e-01   
PhysHlth_1-5                                        3.542956e-01   
PhysHlth_6-10                                       1.690751e-02   
PhysHlth_11-15                                      1.170215e-02   
PhysHlth_16-20                                      1.439367e-03   
PhysHlth_21-25                                      3.311833e-03   
PhysHlth_26-30                                      2.477095e-02   
Education_Never attended school or only kinderg...  9.938262e-04   
Education_Elementary                                2.164116e-03   
Education_Some high school                         -6.525442e-03   
Education_High school graduate                     -6.565200e-02   
Education_Some college or technical school          1.386244e-01   
Education_College graduate                         -6.960493e-02   
Income_Less than $10,000                           -6.498804e-03   
Income_$10,000-$14,999                             -1.158349e-03   
Income_$15,000-$19,999                              5.662527e-03   
Income_$20,000-$24,999                             -1.088820e-03   
Income_$25,000-$34,999                              9.903252e-03   
Income_$35,000-$49,999                              3.545682e-02   
Income_$50,000-$74,999                              1.080598e-01   
Income_$75,000 or more                             -1.503364e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -1.839885e-16   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -1.839885e-16   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC5  \
HighBP                                             -8.762863e-02   
HighChol                                           -1.318579e-01   
CholCheck                                          -2.366715e-02   
Smoker                                              1.000754e-01   
Stroke                                             -2.739724e-03   
HeartDiseaseorAttack                               -6.945419e-03   
PhysActivity                                        1.332499e-01   
Fruits                                              5.028520e-01   
Veggies                                             2.424993e-01   
HvyAlcoholConsump                                   4.751647e-03   
AnyHealthcare                                      -3.183736e-02   
NoDocbcCost                                        -3.666463e-03   
DiffWalk                                           -2.852977e-02   
BMI_Underweight                                     1.110223e-16   
BMI_Healthy weight                                 -1.805716e-16   
BMI_Overweight                                     -2.775558e-17   
BMI_Class 1 Obesity                                -5.551115e-17   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                   1.359112e-01   
GenHlth_Very good                                   6.044516e-02   
GenHlth_Good                                       -1.593531e-01   
GenHlth_Fair                                       -2.520637e-02   
GenHlth_Poor                                       -1.179682e-02   
MentHlth_0                                         -4.276694e-01   
MentHlth_1-5                                        3.954512e-01   
MentHlth_6-10                                       5.507370e-03   
MentHlth_11-15                                      9.298145e-03   
MentHlth_16-20                                     -2.068482e-03   
MentHlth_21-25                                      1.045323e-03   
MentHlth_26-30                                      1.843575e-02   
PhysHlth_0                                          2.982905e-01   
PhysHlth_1-5                                       -2.428255e-01   
PhysHlth_6-10                                      -2.267932e-02   
PhysHlth_11-15                                     -6.337543e-03   
PhysHlth_16-20                                     -2.573365e-03   
PhysHlth_21-25                                     -2.705192e-03   
PhysHlth_26-30                                     -2.116959e-02   
Education_Never attended school or only kinderg... -1.893129e-04   
Education_Elementary                                2.525825e-03   
Education_Some high school                         -1.156466e-02   
Education_High school graduate                     -8.443699e-02   
Education_Some college or technical school          1.927430e-01   
Education_College graduate                         -9.907787e-02   
Income_Less than $10,000                           -1.226882e-02   
Income_$10,000-$14,999                             -1.022832e-03   
Income_$15,000-$19,999                             -1.576801e-02   
Income_$20,000-$24,999                             -2.348934e-03   
Income_$25,000-$34,999                              5.865924e-04   
Income_$35,000-$49,999                              5.095987e-02   
Income_$50,000-$74,999                              1.288205e-01   
Income_$75,000 or more                             -1.489584e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                           -1.536645e-16   
Age_18-29                                           0.000000e+00   
Age_30-49                                          -1.536645e-16   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC6  \
HighBP                                             -1.548799e-01   
HighChol                                           -2.389205e-01   
CholCheck                                          -1.662335e-02   
Smoker                                             -1.425018e-01   
Stroke                                             -1.337559e-02   
HeartDiseaseorAttack                               -1.924086e-02   
PhysActivity                                        5.298624e-02   
Fruits                                             -3.159819e-01   
Veggies                                            -1.479178e-01   
HvyAlcoholConsump                                  -2.342443e-02   
AnyHealthcare                                       3.868084e-02   
NoDocbcCost                                        -4.956550e-02   
DiffWalk                                           -2.928890e-02   
BMI_Underweight                                    -1.387779e-17   
BMI_Healthy weight                                  1.381899e-16   
BMI_Overweight                                      2.775558e-17   
BMI_Class 1 Obesity                                -0.000000e+00   
BMI_Class 2 Obesity                                -0.000000e+00   
BMI_Class 3 Obesity                                 1.040834e-17   
GenHlth_Excellent                                   3.067652e-01   
GenHlth_Very good                                   1.136289e-01   
GenHlth_Good                                       -3.920733e-01   
GenHlth_Fair                                       -1.863493e-02   
GenHlth_Poor                                       -9.685794e-03   
MentHlth_0                                         -1.312362e-02   
MentHlth_1-5                                        5.781263e-02   
MentHlth_6-10                                      -1.212126e-02   
MentHlth_11-15                                     -4.660659e-03   
MentHlth_16-20                                     -2.752425e-03   
MentHlth_21-25                                     -1.729115e-03   
MentHlth_26-30                                     -2.342556e-02   
PhysHlth_0                                         -1.748959e-01   
PhysHlth_1-5                                        2.045672e-01   
PhysHlth_6-10                                      -2.853092e-04   
PhysHlth_11-15                                     -5.880799e-03   
PhysHlth_16-20                                     -1.797525e-03   
PhysHlth_21-25                                     -3.100698e-03   
PhysHlth_26-30                                     -1.860701e-02   
Education_Never attended school or only kinderg... -4.554858e-04   
Education_Elementary                               -1.498465e-02   
Education_Some high school                         -2.366380e-02   
Education_High school graduate                     -1.772039e-01   
Education_Some college or technical school          5.248653e-01   
Education_College graduate                         -3.085575e-01   
Income_Less than $10,000                           -1.174447e-02   
Income_$10,000-$14,999                             -3.006349e-03   
Income_$15,000-$19,999                             -2.605964e-02   
Income_$20,000-$24,999                             -2.564446e-02   
Income_$25,000-$34,999                             -2.136352e-02   
Income_$35,000-$49,999                             -1.639709e-02   
Income_$50,000-$74,999                             -4.571200e-02   
Income_$75,000 or more                              1.499275e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                            1.258589e-16   
Age_18-29                                          -0.000000e+00   
Age_30-49                                           1.258589e-16   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC7  \
HighBP                                              7.262664e-02   
HighChol                                            9.542741e-02   
CholCheck                                           2.324088e-02   
Smoker                                              4.681426e-01   
Stroke                                              7.255279e-03   
HeartDiseaseorAttack                                1.103517e-02   
PhysActivity                                       -2.909479e-03   
Fruits                                              1.737068e-01   
Veggies                                             9.244905e-02   
HvyAlcoholConsump                                   4.164556e-02   
AnyHealthcare                                       1.056965e-02   
NoDocbcCost                                        -5.565872e-04   
DiffWalk                                            2.983184e-02   
BMI_Underweight                                    -5.551115e-17   
BMI_Healthy weight                                 -8.673725e-17   
BMI_Overweight                                      1.110223e-16   
BMI_Class 1 Obesity                                -0.000000e+00   
BMI_Class 2 Obesity                                 5.551115e-17   
BMI_Class 3 Obesity                                 2.775558e-17   
GenHlth_Excellent                                  -4.221254e-02   
GenHlth_Very good                                  -8.851183e-02   
GenHlth_Good                                        1.026238e-01   
GenHlth_Fair                                        1.371970e-02   
GenHlth_Poor                                        1.438082e-02   
MentHlth_0                                         -7.476502e-03   
MentHlth_1-5                                       -4.424588e-02   
MentHlth_6-10                                       9.291008e-03   
MentHlth_11-15                                      6.776765e-03   
MentHlth_16-20                                      7.192131e-03   
MentHlth_21-25                                      2.158995e-03   
MentHlth_26-30                                      2.630349e-02   
PhysHlth_0                                          2.130100e-02   
PhysHlth_1-5                                       -5.206265e-02   
PhysHlth_6-10                                      -5.996397e-03   
PhysHlth_11-15                                      8.412391e-03   
PhysHlth_16-20                                      3.968853e-03   
PhysHlth_21-25                                      2.283672e-03   
PhysHlth_26-30                                      2.209312e-02   
Education_Never attended school or only kinderg... -1.669046e-04   
Education_Elementary                                2.172529e-03   
Education_Some high school                          8.746792e-03   
Education_High school graduate                      6.851628e-02   
Education_Some college or technical school          1.505545e-01   
Education_College graduate                         -2.298232e-01   
Income_Less than $10,000                            4.763773e-04   
Income_$10,000-$14,999                              2.082762e-03   
Income_$15,000-$19,999                              1.754396e-03   
Income_$20,000-$24,999                             -2.720877e-03   
Income_$25,000-$34,999                             -2.299366e-02   
Income_$35,000-$49,999                             -1.060487e-01   
Income_$50,000-$74,999                             -4.825769e-01   
Income_$75,000 or more                              6.100266e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -7.144957e-17   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -7.144957e-17   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC8  \
HighBP                                             -9.608719e-02   
HighChol                                           -1.765824e-01   
CholCheck                                          -6.704338e-02   
Smoker                                              4.911368e-01   
Stroke                                             -4.368865e-03   
HeartDiseaseorAttack                                2.998429e-03   
PhysActivity                                        5.836196e-02   
Fruits                                             -1.202410e-01   
Veggies                                             8.316189e-02   
HvyAlcoholConsump                                   4.608839e-02   
AnyHealthcare                                      -1.362820e-02   
NoDocbcCost                                         7.099021e-03   
DiffWalk                                            3.106229e-03   
BMI_Underweight                                     1.110223e-16   
BMI_Healthy weight                                  5.171388e-17   
BMI_Overweight                                      4.163336e-17   
BMI_Class 1 Obesity                                 5.551115e-17   
BMI_Class 2 Obesity                                 5.551115e-17   
BMI_Class 3 Obesity                                 2.775558e-17   
GenHlth_Excellent                                   2.763143e-01   
GenHlth_Very good                                   1.427974e-01   
GenHlth_Good                                       -4.814460e-01   
GenHlth_Fair                                        4.763745e-02   
GenHlth_Poor                                        1.469683e-02   
MentHlth_0                                          1.028882e-02   
MentHlth_1-5                                       -3.117347e-02   
MentHlth_6-10                                      -7.884890e-03   
MentHlth_11-15                                      8.474493e-03   
MentHlth_16-20                                     -3.748820e-03   
MentHlth_21-25                                      1.822987e-03   
MentHlth_26-30                                      2.222088e-02   
PhysHlth_0                                         -9.087984e-02   
PhysHlth_1-5                                        7.251886e-02   
PhysHlth_6-10                                      -2.512400e-03   
PhysHlth_11-15                                      9.780812e-04   
PhysHlth_16-20                                      2.285777e-03   
PhysHlth_21-25                                      3.166332e-03   
PhysHlth_26-30                                      1.444320e-02   
Education_Never attended school or only kinderg...  4.601465e-04   
Education_Elementary                               -4.933641e-03   
Education_Some high school                         -2.781135e-03   
Education_High school graduate                      3.620485e-01   
Education_Some college or technical school         -4.403892e-01   
Education_College graduate                          8.559535e-02   
Income_Less than $10,000                            7.624951e-03   
Income_$10,000-$14,999                             -6.166105e-03   
Income_$15,000-$19,999                              8.351713e-03   
Income_$20,000-$24,999                              2.083710e-02   
Income_$25,000-$34,999                             -1.116676e-02   
Income_$35,000-$49,999                             -3.196081e-02   
Income_$50,000-$74,999                              6.103383e-02   
Income_$75,000 or more                             -4.855392e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                            6.126667e-17   
Age_18-29                                          -0.000000e+00   
Age_30-49                                           6.126667e-17   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC9  \
HighBP                                              3.341244e-01   
HighChol                                            7.126695e-01   
CholCheck                                           8.364206e-02   
Smoker                                             -1.941765e-01   
Stroke                                              1.609237e-02   
HeartDiseaseorAttack                                4.927871e-02   
PhysActivity                                       -1.071871e-01   
Fruits                                              9.462578e-02   
Veggies                                            -2.935623e-02   
HvyAlcoholConsump                                  -1.221878e-02   
AnyHealthcare                                       2.290951e-02   
NoDocbcCost                                         6.297485e-02   
DiffWalk                                            1.021352e-01   
BMI_Underweight                                     1.772671e-17   
BMI_Healthy weight                                 -1.250458e-16   
BMI_Overweight                                      6.938894e-18   
BMI_Class 1 Obesity                                 3.122502e-17   
BMI_Class 2 Obesity                                -0.000000e+00   
BMI_Class 3 Obesity                                 5.551115e-17   
GenHlth_Excellent                                   1.775569e-01   
GenHlth_Very good                                   7.205375e-02   
GenHlth_Good                                       -4.358438e-01   
GenHlth_Fair                                        1.173044e-01   
GenHlth_Poor                                        6.892875e-02   
MentHlth_0                                         -4.594093e-02   
MentHlth_1-5                                       -4.221401e-02   
MentHlth_6-10                                       5.716013e-04   
MentHlth_11-15                                      9.054649e-03   
MentHlth_16-20                                      2.323077e-03   
MentHlth_21-25                                      6.052485e-03   
MentHlth_26-30                                      7.015313e-02   
PhysHlth_0                                         -3.139490e-02   
PhysHlth_1-5                                       -1.141142e-01   
PhysHlth_6-10                                       3.084234e-02   
PhysHlth_11-15                                      1.275539e-02   
PhysHlth_16-20                                      9.933762e-03   
PhysHlth_21-25                                      8.211257e-03   
PhysHlth_26-30                                      8.376630e-02   
Education_Never attended school or only kinderg...  1.387703e-04   
Education_Elementary                                1.133511e-02   
Education_Some high school                          1.176001e-02   
Education_High school graduate                      5.843265e-02   
Education_Some college or technical school          1.989239e-02   
Education_College graduate                         -1.015589e-01   
Income_Less than $10,000                            2.670495e-02   
Income_$10,000-$14,999                              2.709631e-02   
Income_$15,000-$19,999                              3.659733e-02   
Income_$20,000-$24,999                              5.390728e-03   
Income_$25,000-$34,999                             -1.364638e-03   
Income_$35,000-$49,999                             -2.612399e-02   
Income_$50,000-$74,999                             -2.953027e-02   
Income_$75,000 or more                             -3.877042e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -8.353508e-17   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -8.353508e-17   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC10  ...  PC49  \
HighBP                                             -1.211218e-01  ...   0.0   
HighChol                                           -2.042029e-01  ...   0.0   
CholCheck                                          -2.625054e-02  ...   0.0   
Smoker                                             -5.376955e-01  ...   0.0   
Stroke                                             -1.087501e-02  ...   0.0   
HeartDiseaseorAttack                               -1.002164e-02  ...   0.0   
PhysActivity                                       -8.664844e-02  ...   0.0   
Fruits                                              2.121589e-01  ...   0.0   
Veggies                                            -4.766216e-02  ...   0.0   
HvyAlcoholConsump                                  -6.666725e-02  ...   0.0   
AnyHealthcare                                      -2.570968e-02  ...   0.0   
NoDocbcCost                                        -1.677457e-02  ...   0.0   
DiffWalk                                           -1.185300e-02  ...   0.0   
BMI_Underweight                                    -2.775558e-17  ...   0.0   
BMI_Healthy weight                                 -1.254518e-16  ...   0.0   
BMI_Overweight                                     -5.551115e-17  ...   0.0   
BMI_Class 1 Obesity                                 8.326673e-17  ...   0.0   
BMI_Class 2 Obesity                                 5.551115e-17  ...   0.0   
BMI_Class 3 Obesity                                 1.665335e-16  ...   0.0   
GenHlth_Excellent                                  -4.927840e-02  ...   0.0   
GenHlth_Very good                                   4.646577e-02  ...   0.0   
GenHlth_Good                                        1.479602e-03  ...   0.0   
GenHlth_Fair                                        6.617841e-03  ...   0.0   
GenHlth_Poor                                       -5.284814e-03  ...   0.0   
MentHlth_0                                         -6.527199e-02  ...   0.0   
MentHlth_1-5                                        9.309484e-02  ...   0.0   
MentHlth_6-10                                      -7.614178e-04  ...   0.0   
MentHlth_11-15                                     -1.051748e-02  ...   0.0   
MentHlth_16-20                                     -1.256246e-04  ...   0.0   
MentHlth_21-25                                     -5.207743e-03  ...   0.0   
MentHlth_26-30                                     -1.121059e-02  ...   0.0   
PhysHlth_0                                         -4.534998e-02  ...   0.0   
PhysHlth_1-5                                        4.165774e-02  ...   0.0   
PhysHlth_6-10                                       5.347489e-03  ...   0.0   
PhysHlth_11-15                                      4.355600e-03  ...   0.0   
PhysHlth_16-20                                      1.533080e-03  ...   0.0   
PhysHlth_21-25                                      3.409511e-03  ...   0.0   
PhysHlth_26-30                                     -1.095344e-02  ...   0.0   
Education_Never attended school or only kinderg...  2.910163e-04  ...   0.0   
Education_Elementary                               -2.441169e-03  ...   0.0   
Education_Some high school                         -1.644601e-02  ...   0.0   
Education_High school graduate                      5.716492e-01  ...   0.0   
Education_Some college or technical school         -2.248305e-01  ...   0.0   
Education_College graduate                         -3.282225e-01  ...   0.0   
Income_Less than $10,000                            1.288778e-02  ...   0.0   
Income_$10,000-$14,999                              1.150025e-02  ...   0.0   
Income_$15,000-$19,999                              3.759594e-02  ...   0.0   
Income_$20,000-$24,999                              3.811361e-02  ...   0.0   
Income_$25,000-$34,999                              2.340152e-02  ...   0.0   
Income_$35,000-$49,999                              4.952638e-02  ...   0.0   
Income_$50,000-$74,999                             -2.667766e-01  ...   0.0   
Income_$75,000 or more                              9.375110e-02  ...   0.0   
Sex_Female                                         -0.000000e+00  ...   0.0   
Sex_Male                                           -8.665857e-17  ...   0.0   
Age_18-29                                          -0.000000e+00  ...   0.0   
Age_30-49                                          -8.665857e-17  ...   0.0   
Age_50-64                                          -0.000000e+00  ...   0.0   
Age_65+                                            -0.000000e+00  ...   1.0   

                                                    PC50  PC51          PC52  \
HighBP                                               0.0  -0.0  0.000000e+00   
HighChol                                             0.0  -0.0  2.666126e-29   
CholCheck                                            0.0  -0.0 -1.091917e-25   
Smoker                                               0.0  -0.0 -3.210601e-26   
Stroke                                               0.0  -0.0  7.233327e-25   
HeartDiseaseorAttack                                 0.0  -0.0  7.975007e-26   
PhysActivity                                         0.0  -0.0 -1.019551e-26   
Fruits                                               0.0  -0.0 -1.952037e-27   
Veggies                                              0.0  -0.0  1.842759e-26   
HvyAlcoholConsump                                    0.0  -0.0  9.556252e-27   
AnyHealthcare                                        0.0  -0.0  7.652670e-26   
NoDocbcCost                                          0.0  -0.0  1.235611e-25   
DiffWalk                                             0.0  -0.0  3.772474e-26   
BMI_Underweight                                      0.0  -0.0  9.310922e-11   
BMI_Healthy weight                                   0.0  -0.0  1.929215e-12   
BMI_Overweight                                       0.0  -0.0  3.220371e-11   
BMI_Class 1 Obesity                                  0.0  -0.0 -1.873262e-10   
BMI_Class 2 Obesity                                  0.0  -0.0 -1.523680e-12   
BMI_Class 3 Obesity                                  0.0  -0.0  1.253567e-10   
GenHlth_Excellent                                    0.0  -0.0 -6.103170e-11   
GenHlth_Very good                                    0.0  -0.0 -6.103170e-11   
GenHlth_Good                                         0.0  -0.0 -6.103170e-11   
GenHlth_Fair                                         0.0  -0.0 -6.103170e-11   
GenHlth_Poor                                         0.0  -0.0 -6.103170e-11   
MentHlth_0                                           0.0  -0.0 -7.343216e-14   
MentHlth_1-5                                         0.0  -0.0 -7.343216e-14   
MentHlth_6-10                                        0.0  -0.0 -7.343216e-14   
MentHlth_11-15                                       0.0  -0.0 -7.343216e-14   
MentHlth_16-20                                       0.0  -0.0 -7.343216e-14   
MentHlth_21-25                                       0.0  -0.0 -7.343216e-14   
MentHlth_26-30                                       0.0  -0.0 -7.343216e-14   
PhysHlth_0                                           0.0  -0.0  3.779397e-11   
PhysHlth_1-5                                         0.0  -0.0  3.779397e-11   
PhysHlth_6-10                                        0.0  -0.0  3.779397e-11   
PhysHlth_11-15                                       0.0  -0.0  3.779397e-11   
PhysHlth_16-20                                       0.0  -0.0  3.779397e-11   
PhysHlth_21-25                                       0.0  -0.0  3.779397e-11   
PhysHlth_26-30                                       0.0  -0.0  3.779397e-11   
Education_Never attended school or only kinderg...   0.0  -0.0 -3.606561e-11   
Education_Elementary                                 0.0  -0.0 -3.606561e-11   
Education_Some high school                           0.0  -0.0 -3.606561e-11   
Education_High school graduate                       0.0  -0.0 -3.606561e-11   
Education_Some college or technical school           0.0  -0.0 -3.606561e-11   
Education_College graduate                           0.0  -0.0 -3.606561e-11   
Income_Less than $10,000                             0.0  -0.0  2.182989e-11   
Income_$10,000-$14,999                               0.0  -0.0  2.182989e-11   
Income_$15,000-$19,999                               0.0  -0.0  2.182989e-11   
Income_$20,000-$24,999                               0.0  -0.0  2.182989e-11   
Income_$25,000-$34,999                               0.0  -0.0  2.182989e-11   
Income_$35,000-$49,999                               0.0  -0.0  2.182989e-11   
Income_$50,000-$74,999                               0.0  -0.0  2.182989e-11   
Income_$75,000 or more                               0.0  -0.0  2.182989e-11   
Sex_Female                                           0.0  -0.0  9.903343e-01   
Sex_Male                                             0.0  -0.0  9.807657e-02   
Age_18-29                                            0.0   1.0  0.000000e+00   
Age_30-49                                            0.0  -0.0 -9.807657e-02   
Age_50-64                                            1.0  -0.0  0.000000e+00   
Age_65+                                              0.0  -0.0  0.000000e+00   

                                                            PC53  \
HighBP                                             -0.000000e+00   
HighChol                                            4.223275e-17   
CholCheck                                           4.086995e-16   
Smoker                                              8.282401e-17   
Stroke                                             -1.084313e-15   
HeartDiseaseorAttack                                4.363396e-17   
PhysActivity                                        8.087398e-17   
Fruits                                              5.407899e-18   
Veggies                                            -5.580627e-17   
HvyAlcoholConsump                                  -1.009324e-16   
AnyHealthcare                                      -5.071877e-16   
NoDocbcCost                                        -5.042626e-16   
DiffWalk                                           -4.394505e-16   
BMI_Underweight                                     8.576281e-03   
BMI_Healthy weight                                 -1.932785e-01   
BMI_Overweight                                      8.315946e-02   
BMI_Class 1 Obesity                                 5.414665e-01   
BMI_Class 2 Obesity                                -2.715940e-01   
BMI_Class 3 Obesity                                -3.357581e-01   
GenHlth_Excellent                                   1.467469e-01   
GenHlth_Very good                                   1.467469e-01   
GenHlth_Good                                        1.467469e-01   
GenHlth_Fair                                        1.467469e-01   
GenHlth_Poor                                        1.467469e-01   
MentHlth_0                                         -6.163389e-02   
MentHlth_1-5                                       -6.163389e-02   
MentHlth_6-10                                      -6.163389e-02   
MentHlth_11-15                                     -6.163389e-02   
MentHlth_16-20                                     -6.163389e-02   
MentHlth_21-25                                     -6.163389e-02   
MentHlth_26-30                                     -6.163389e-02   
PhysHlth_0                                          1.503544e-01   
PhysHlth_1-5                                        1.503544e-01   
PhysHlth_6-10                                       1.503544e-01   
PhysHlth_11-15                                      1.503544e-01   
PhysHlth_16-20                                      1.503544e-01   
PhysHlth_21-25                                      1.503544e-01   
PhysHlth_26-30                                      1.503544e-01   
Education_Never attended school or only kinderg...  1.147641e-01   
Education_Elementary                                1.147641e-01   
Education_Some high school                          1.147641e-01   
Education_High school graduate                      1.147641e-01   
Education_Some college or technical school          1.147641e-01   
Education_College graduate                          1.147641e-01   
Income_Less than $10,000                           -1.133399e-01   
Income_$10,000-$14,999                             -1.133399e-01   
Income_$15,000-$19,999                             -1.133399e-01   
Income_$20,000-$24,999                             -1.133399e-01   
Income_$25,000-$34,999                             -1.133399e-01   
Income_$35,000-$49,999                             -1.133399e-01   
Income_$50,000-$74,999                             -1.133399e-01   
Income_$75,000 or more                             -1.133399e-01   
Sex_Female                                         -1.110223e-16   
Sex_Male                                           -2.889417e-02   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -2.889417e-02   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC54  \
HighBP                                              0.000000e+00   
HighChol                                           -1.289627e-17   
CholCheck                                          -3.365481e-16   
Smoker                                             -1.123004e-16   
Stroke                                             -1.970978e-15   
HeartDiseaseorAttack                                3.650658e-17   
PhysActivity                                       -4.765068e-17   
Fruits                                             -5.362728e-17   
Veggies                                             8.105808e-17   
HvyAlcoholConsump                                   2.411876e-16   
AnyHealthcare                                       1.590719e-16   
NoDocbcCost                                        -2.238510e-17   
DiffWalk                                           -3.040325e-16   
BMI_Underweight                                    -1.805063e-01   
BMI_Healthy weight                                 -1.163647e-01   
BMI_Overweight                                      4.060002e-02   
BMI_Class 1 Obesity                                -2.953814e-02   
BMI_Class 2 Obesity                                 2.552060e-01   
BMI_Class 3 Obesity                                -7.558430e-04   
GenHlth_Excellent                                   5.695027e-02   
GenHlth_Very good                                   5.695027e-02   
GenHlth_Good                                        5.695027e-02   
GenHlth_Fair                                        5.695027e-02   
GenHlth_Poor                                        5.695027e-02   
MentHlth_0                                          4.482029e-02   
MentHlth_1-5                                        4.482029e-02   
MentHlth_6-10                                       4.482029e-02   
MentHlth_11-15                                      4.482029e-02   
MentHlth_16-20                                      4.482029e-02   
MentHlth_21-25                                      4.482029e-02   
MentHlth_26-30                                      4.482029e-02   
PhysHlth_0                                         -2.320998e-01   
PhysHlth_1-5                                       -2.320998e-01   
PhysHlth_6-10                                      -2.320998e-01   
PhysHlth_11-15                                     -2.320998e-01   
PhysHlth_16-20                                     -2.320998e-01   
PhysHlth_21-25                                     -2.320998e-01   
PhysHlth_26-30                                     -2.320998e-01   
Education_Never attended school or only kinderg...  1.165573e-01   
Education_Elementary                                1.165573e-01   
Education_Some high school                          1.165573e-01   
Education_High school graduate                      1.165573e-01   
Education_Some college or technical school          1.165573e-01   
Education_College graduate                          1.165573e-01   
Income_Less than $10,000                           -2.228525e-01   
Income_$10,000-$14,999                             -2.228525e-01   
Income_$15,000-$19,999                             -2.228525e-01   
Income_$20,000-$24,999                             -2.228525e-01   
Income_$25,000-$34,999                             -2.228525e-01   
Income_$35,000-$49,999                             -2.228525e-01   
Income_$50,000-$74,999                             -2.228525e-01   
Income_$75,000 or more                             -2.228525e-01   
Sex_Female                                          1.110223e-16   
Sex_Male                                           -4.166295e-03   
Age_18-29                                           0.000000e+00   
Age_30-49                                          -4.166297e-03   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC55  \
HighBP                                             -0.000000e+00   
HighChol                                           -1.318323e-18   
CholCheck                                           1.177251e-16   
Smoker                                              1.668047e-16   
Stroke                                              1.991950e-15   
HeartDiseaseorAttack                               -3.599031e-16   
PhysActivity                                        1.751575e-16   
Fruits                                             -2.742505e-17   
Veggies                                            -1.791072e-16   
HvyAlcoholConsump                                  -1.875934e-16   
AnyHealthcare                                      -1.977501e-16   
NoDocbcCost                                         6.820333e-17   
DiffWalk                                            3.280520e-16   
BMI_Underweight                                    -5.751737e-02   
BMI_Healthy weight                                 -3.192367e-01   
BMI_Overweight                                      6.700140e-01   
BMI_Class 1 Obesity                                 1.921817e-01   
BMI_Class 2 Obesity                                 2.412713e-01   
BMI_Class 3 Obesity                                 1.146105e-01   
GenHlth_Excellent                                  -1.460516e-01   
GenHlth_Very good                                  -1.460516e-01   
GenHlth_Good                                       -1.460516e-01   
GenHlth_Fair                                       -1.460516e-01   
GenHlth_Poor                                       -1.460516e-01   
MentHlth_0                                          8.542468e-02   
MentHlth_1-5                                        8.542468e-02   
MentHlth_6-10                                       8.542468e-02   
MentHlth_11-15                                      8.542468e-02   
MentHlth_16-20                                      8.542468e-02   
MentHlth_21-25                                      8.542468e-02   
MentHlth_26-30                                      8.542468e-02   
PhysHlth_0                                          2.642357e-02   
PhysHlth_1-5                                        2.642357e-02   
PhysHlth_6-10                                       2.642357e-02   
PhysHlth_11-15                                      2.642357e-02   
PhysHlth_16-20                                      2.642357e-02   
PhysHlth_21-25                                      2.642357e-02   
PhysHlth_26-30                                      2.642357e-02   
Education_Never attended school or only kinderg...  1.243992e-01   
Education_Elementary                                1.243992e-01   
Education_Some high school                          1.243992e-01   
Education_High school graduate                      1.243992e-01   
Education_Some college or technical school          1.243992e-01   
Education_College graduate                          1.243992e-01   
Income_Less than $10,000                            8.919760e-02   
Income_$10,000-$14,999                              8.919760e-02   
Income_$15,000-$19,999                              8.919760e-02   
Income_$20,000-$24,999                              8.919760e-02   
Income_$25,000-$34,999                              8.919760e-02   
Income_$35,000-$49,999                              8.919760e-02   
Income_$50,000-$74,999                              8.919760e-02   
Income_$75,000 or more                              8.919760e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                            9.605886e-02   
Age_18-29                                          -0.000000e+00   
Age_30-49                                           9.605886e-02   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC56  \
HighBP                                             -0.000000e+00   
HighChol                                            8.559110e-17   
CholCheck                                           9.440686e-18   
Smoker                                              2.037423e-17   
Stroke                                             -1.306012e-15   
HeartDiseaseorAttack                                2.586603e-16   
PhysActivity                                        1.226565e-16   
Fruits                                             -4.881193e-17   
Veggies                                             8.774167e-17   
HvyAlcoholConsump                                   1.241764e-16   
AnyHealthcare                                       2.054540e-16   
NoDocbcCost                                         4.425881e-17   
DiffWalk                                           -1.085468e-17   
BMI_Underweight                                    -1.730449e-01   
BMI_Healthy weight                                 -3.465298e-02   
BMI_Overweight                                      2.889229e-02   
BMI_Class 1 Obesity                                -2.696286e-01   
BMI_Class 2 Obesity                                 6.504185e-01   
BMI_Class 3 Obesity                                -5.337213e-01   
GenHlth_Excellent                                   3.910279e-02   
GenHlth_Very good                                   3.910279e-02   
GenHlth_Good                                        3.910279e-02   
GenHlth_Fair                                        3.910279e-02   
GenHlth_Poor                                        3.910279e-02   
MentHlth_0                                         -1.369553e-01   
MentHlth_1-5                                       -1.369553e-01   
MentHlth_6-10                                      -1.369553e-01   
MentHlth_11-15                                     -1.369553e-01   
MentHlth_16-20                                     -1.369553e-01   
MentHlth_21-25                                     -1.369553e-01   
MentHlth_26-30                                     -1.369553e-01   
PhysHlth_0                                          7.701413e-02   
PhysHlth_1-5                                        7.701413e-02   
PhysHlth_6-10                                       7.701413e-02   
PhysHlth_11-15                                      7.701413e-02   
PhysHlth_16-20                                      7.701413e-02   
PhysHlth_21-25                                      7.701413e-02   
PhysHlth_26-30                                      7.701413e-02   
Education_Never attended school or only kinderg... -1.340360e-02   
Education_Elementary                               -1.340360e-02   
Education_Some high school                         -1.340360e-02   
Education_High school graduate                     -1.340360e-02   
Education_Some college or technical school         -1.340360e-02   
Education_College graduate                         -1.340360e-02   
Income_Less than $10,000                            2.484048e-02   
Income_$10,000-$14,999                              2.484048e-02   
Income_$15,000-$19,999                              2.484048e-02   
Income_$20,000-$24,999                              2.484048e-02   
Income_$25,000-$34,999                              2.484048e-02   
Income_$35,000-$49,999                              2.484048e-02   
Income_$50,000-$74,999                              2.484048e-02   
Income_$75,000 or more                              2.484048e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                            2.171088e-02   
Age_18-29                                          -0.000000e+00   
Age_30-49                                           2.171088e-02   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC57          PC58  
HighBP                                             -0.000000e+00  0.000000e+00  
HighChol                                            1.921555e-17 -3.250355e-17  
CholCheck                                           2.500505e-16 -6.700437e-17  
Smoker                                              1.153950e-16 -1.534955e-16  
Stroke                                              7.572457e-16  6.876924e-16  
HeartDiseaseorAttack                               -4.219227e-16  1.309419e-16  
PhysActivity                                        1.350253e-17  5.495609e-17  
Fruits                                              4.096977e-17  8.114803e-17  
Veggies                                            -9.988199e-17  2.583733e-17  
HvyAlcoholConsump                                   4.976624e-17 -3.285071e-16  
AnyHealthcare                                      -4.418779e-16 -9.281943e-17  
NoDocbcCost                                         8.521169e-17 -5.388761e-17  
DiffWalk                                           -1.238458e-16  2.814224e-16  
BMI_Underweight                                     4.890790e-01  5.408341e-01  
BMI_Healthy weight                                  2.336920e-01  1.612914e-01  
BMI_Overweight                                     -3.858980e-01  3.913366e-01  
BMI_Class 1 Obesity                                 2.511637e-01 -2.091062e-01  
BMI_Class 2 Obesity                                 4.247097e-01 -8.540898e-02  
BMI_Class 3 Obesity                                 7.140551e-02 -4.483158e-01  
GenHlth_Excellent                                  -5.508710e-02  9.503300e-02  
GenHlth_Very good                                  -5.508710e-02  9.503300e-02  
GenHlth_Good                                       -5.508710e-02  9.503300e-02  
GenHlth_Fair                                       -5.508710e-02  9.503300e-02  
GenHlth_Poor                                       -5.508710e-02  9.503300e-02  
MentHlth_0                                          5.839823e-02  1.570475e-01  
MentHlth_1-5                                        5.839823e-02  1.570475e-01  
MentHlth_6-10                                       5.839823e-02  1.570475e-01  
MentHlth_11-15                                      5.839823e-02  1.570475e-01  
MentHlth_16-20                                      5.839823e-02  1.570475e-01  
MentHlth_21-25                                      5.839823e-02  1.570475e-01  
MentHlth_26-30                                      5.839823e-02  1.570475e-01  
PhysHlth_0                                          3.111843e-02 -3.576742e-02  
PhysHlth_1-5                                        3.111843e-02 -3.576742e-02  
PhysHlth_6-10                                       3.111843e-02 -3.576742e-02  
PhysHlth_11-15                                      3.111843e-02 -3.576742e-02  
PhysHlth_16-20                                      3.111843e-02 -3.576742e-02  
PhysHlth_21-25                                      3.111843e-02 -3.576742e-02  
PhysHlth_26-30                                      3.111843e-02 -3.576742e-02  
Education_Never attended school or only kinderg...  1.808168e-01 -7.638413e-02  
Education_Elementary                                1.808168e-01 -7.638413e-02  
Education_Some high school                          1.808168e-01 -7.638413e-02  
Education_High school graduate                      1.808168e-01 -7.638413e-02  
Education_Some college or technical school          1.808168e-01 -7.638413e-02  
Education_College graduate                          1.808168e-01 -7.638413e-02  
Income_Less than $10,000                            2.790684e-02 -1.914074e-02  
Income_$10,000-$14,999                              2.790684e-02 -1.914074e-02  
Income_$15,000-$19,999                              2.790684e-02 -1.914074e-02  
Income_$20,000-$24,999                              2.790684e-02 -1.914074e-02  
Income_$25,000-$34,999                              2.790684e-02 -1.914074e-02  
Income_$35,000-$49,999                              2.790684e-02 -1.914074e-02  
Income_$50,000-$74,999                              2.790684e-02 -1.914074e-02  
Income_$75,000 or more                              2.790684e-02 -1.914074e-02  
Sex_Female                                         -0.000000e+00  0.000000e+00  
Sex_Male                                           -1.739103e-01 -7.627220e-02  
Age_18-29                                          -0.000000e+00  0.000000e+00  
Age_30-49                                          -1.739103e-01 -7.627220e-02  
Age_50-64                                          -0.000000e+00  0.000000e+00  
Age_65+                                            -0.000000e+00  0.000000e+00  

[58 rows x 58 columns]

PCA Results for Subset_15:
        PC1       PC2       PC3       PC4       PC5       PC6       PC7  \
0  1.106022  0.506471 -0.365971 -0.147096 -0.123710  0.151270  0.010795   
1  0.169669 -1.393401  0.125746  0.002206  0.645550 -0.086739  0.461020   
2 -0.842417 -0.527180 -0.574588 -0.252382 -0.328718 -0.233802 -0.102306   
3  0.065312 -0.018515 -0.752345 -0.288341  1.241904 -0.234538 -0.181458   
4  0.309119 -1.689846 -0.092685  0.224782  0.192078  0.207629 -0.050279   

        PC8       PC9      PC10  ...  PC49  PC50  PC51          PC52  \
0 -0.036416  0.018588  0.150624  ...   0.0   0.0   0.0 -5.149211e-18   
1  0.451271 -0.244484 -0.129925  ...   0.0   0.0   0.0 -5.149211e-18   
2  0.534160  0.075219 -0.493297  ...   0.0   0.0   0.0 -5.149211e-18   
3  0.513014 -0.188571 -0.320592  ...   0.0   0.0   0.0 -5.149211e-18   
4 -0.023196 -0.088077  0.530729  ...   0.0   0.0   0.0 -5.149211e-18   

           PC53          PC54          PC55          PC56          PC57  \
0  4.510281e-17 -1.110223e-16  1.387779e-16 -1.110223e-16  1.110223e-16   
1 -1.040834e-17 -5.551115e-17 -2.775558e-17 -2.498002e-16  3.330669e-16   
2  3.469447e-18 -4.996004e-16 -1.665335e-16 -2.498002e-16  1.110223e-16   
3  8.673617e-17  0.000000e+00  1.665335e-16  1.526557e-16 -1.110223e-16   
4 -6.591949e-17 -5.551115e-17 -2.775558e-17 -1.665335e-16  0.000000e+00   

           PC58  
0 -1.665335e-16  
1 -2.775558e-16  
2 -4.996004e-16  
3 -3.885781e-16  
4 -5.551115e-17  

[5 rows x 58 columns]
No description has been provided for this image
For Subset_15, retain 22 components to explain 90% of the variance.


Explained Variance for Subset_16:
[1.38427482e-01 1.07026408e-01 8.60830012e-02 7.23347753e-02
 6.11867501e-02 5.55338651e-02 4.70657340e-02 4.51065928e-02
 3.44133403e-02 3.17227366e-02 2.80932000e-02 2.71155473e-02
 2.49931864e-02 2.14355181e-02 2.09097350e-02 1.81942566e-02
 1.57887022e-02 1.52510605e-02 1.51600774e-02 1.45177415e-02
 1.23565652e-02 1.18729237e-02 1.06331969e-02 1.02494677e-02
 9.28585557e-03 8.84701481e-03 8.40552125e-03 6.91155179e-03
 6.19838794e-03 5.75343916e-03 5.27328408e-03 5.07341798e-03
 4.18941993e-03 3.00942671e-03 2.66272345e-03 2.36078345e-03
 2.12580847e-03 1.87950336e-03 1.53085030e-03 9.43467075e-04
 7.76809175e-05 2.16092122e-17 1.19995017e-17 8.70319092e-18
 2.30224830e-18 2.20280559e-18 8.88464474e-19 1.77569990e-34
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00]

Cumulative Variance for Subset_16:
[0.13842748 0.24545389 0.33153689 0.40387167 0.46505842 0.52059228
 0.56765802 0.61276461 0.64717795 0.67890069 0.70699389 0.73410943
 0.75910262 0.78053814 0.80144787 0.81964213 0.83543083 0.85068189
 0.86584197 0.88035971 0.89271628 0.9045892  0.9152224  0.92547186
 0.93475772 0.94360473 0.95201026 0.95892181 0.9651202  0.97087363
 0.97614692 0.98122034 0.98540976 0.98841918 0.99108191 0.99344269
 0.9955685  0.997448   0.99897885 0.99992232 1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.        ]

Loadings for Subset_16:
                                                             PC1  \
HighBP                                             -6.886639e-02   
HighChol                                           -7.609473e-02   
CholCheck                                           1.264107e-02   
Smoker                                             -2.666097e-01   
Stroke                                             -1.387678e-02   
HeartDiseaseorAttack                               -1.664010e-02   
PhysActivity                                        1.306732e-01   
Fruits                                              1.675849e-01   
Veggies                                             8.604546e-02   
HvyAlcoholConsump                                  -2.049560e-02   
AnyHealthcare                                       6.497231e-02   
NoDocbcCost                                        -1.297402e-01   
DiffWalk                                           -7.446747e-02   
BMI_Underweight                                    -0.000000e+00   
BMI_Healthy weight                                 -4.039548e-17   
BMI_Overweight                                     -4.135903e-25   
BMI_Class 1 Obesity                                -1.292470e-26   
BMI_Class 2 Obesity                                -1.615587e-27   
BMI_Class 3 Obesity                                -2.019484e-28   
GenHlth_Excellent                                   3.919321e-01   
GenHlth_Very good                                  -1.221447e-01   
GenHlth_Good                                       -1.661323e-01   
GenHlth_Fair                                       -6.938576e-02   
GenHlth_Poor                                       -3.426933e-02   
MentHlth_0                                          2.906994e-01   
MentHlth_1-5                                       -1.279859e-01   
MentHlth_6-10                                      -3.920331e-02   
MentHlth_11-15                                     -3.141606e-02   
MentHlth_16-20                                     -1.961638e-02   
MentHlth_21-25                                     -6.268222e-03   
MentHlth_26-30                                     -6.620953e-02   
PhysHlth_0                                          2.972594e-01   
PhysHlth_1-5                                       -1.567943e-01   
PhysHlth_6-10                                      -3.630200e-02   
PhysHlth_11-15                                     -2.898179e-02   
PhysHlth_16-20                                     -1.453745e-02   
PhysHlth_21-25                                     -6.255437e-03   
PhysHlth_26-30                                     -5.438841e-02   
Education_Never attended school or only kinderg... -3.793051e-04   
Education_Elementary                               -8.367521e-03   
Education_Some high school                         -2.748061e-02   
Education_High school graduate                     -1.363307e-01   
Education_Some college or technical school         -2.244494e-01   
Education_College graduate                          3.970075e-01   
Income_Less than $10,000                           -4.367514e-02   
Income_$10,000-$14,999                             -2.999232e-02   
Income_$15,000-$19,999                             -4.594925e-02   
Income_$20,000-$24,999                             -5.673841e-02   
Income_$25,000-$34,999                             -5.695088e-02   
Income_$35,000-$49,999                             -7.763569e-02   
Income_$50,000-$74,999                             -8.574277e-02   
Income_$75,000 or more                              3.966844e-01   
Sex_Female                                         -4.039548e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -4.039548e-17   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC2  \
HighBP                                              9.696756e-03   
HighChol                                           -1.592453e-02   
CholCheck                                          -9.611450e-03   
Smoker                                              1.179869e-01   
Stroke                                              3.476741e-03   
HeartDiseaseorAttack                                2.179316e-03   
PhysActivity                                       -6.498542e-02   
Fruits                                             -7.477588e-02   
Veggies                                            -5.764859e-02   
HvyAlcoholConsump                                  -1.345848e-02   
AnyHealthcare                                      -4.788557e-02   
NoDocbcCost                                         3.621593e-02   
DiffWalk                                            1.385708e-02   
BMI_Underweight                                    -0.000000e+00   
BMI_Healthy weight                                 -7.795825e-17   
BMI_Overweight                                     -0.000000e+00   
BMI_Class 1 Obesity                                -5.293956e-23   
BMI_Class 2 Obesity                                 6.617445e-24   
BMI_Class 3 Obesity                                -8.271806e-25   
GenHlth_Excellent                                   2.055596e-01   
GenHlth_Very good                                  -2.870129e-01   
GenHlth_Good                                        5.947199e-02   
GenHlth_Fair                                        1.363482e-02   
GenHlth_Poor                                        8.346497e-03   
MentHlth_0                                          4.049940e-01   
MentHlth_1-5                                       -3.826238e-01   
MentHlth_6-10                                      -2.384154e-02   
MentHlth_11-15                                     -3.687503e-03   
MentHlth_16-20                                     -6.651459e-04   
MentHlth_21-25                                     -1.605375e-03   
MentHlth_26-30                                      7.429363e-03   
PhysHlth_0                                          3.293278e-01   
PhysHlth_1-5                                       -3.223459e-01   
PhysHlth_6-10                                      -1.709110e-02   
PhysHlth_11-15                                     -7.313769e-04   
PhysHlth_16-20                                      2.093718e-03   
PhysHlth_21-25                                      9.838944e-04   
PhysHlth_26-30                                      7.763024e-03   
Education_Never attended school or only kinderg...  1.626874e-04   
Education_Elementary                                6.669930e-03   
Education_Some high school                          1.574122e-02   
Education_High school graduate                      1.311364e-01   
Education_Some college or technical school          2.360976e-01   
Education_College graduate                         -3.898079e-01   
Income_Less than $10,000                            2.342245e-02   
Income_$10,000-$14,999                              1.451263e-02   
Income_$15,000-$19,999                              2.880534e-02   
Income_$20,000-$24,999                              3.893792e-02   
Income_$25,000-$34,999                              4.291664e-02   
Income_$35,000-$49,999                              5.799805e-02   
Income_$50,000-$74,999                              7.201359e-02   
Income_$75,000 or more                             -2.786066e-01   
Sex_Female                                         -7.795642e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -7.795642e-17   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC3  \
HighBP                                             -5.832741e-03   
HighChol                                           -2.054419e-02   
CholCheck                                          -3.454588e-03   
Smoker                                             -3.478911e-02   
Stroke                                             -6.320029e-03   
HeartDiseaseorAttack                               -6.756993e-03   
PhysActivity                                        7.684454e-03   
Fruits                                              3.856599e-03   
Veggies                                             3.629458e-03   
HvyAlcoholConsump                                  -1.190713e-02   
AnyHealthcare                                       8.209563e-03   
NoDocbcCost                                        -4.582734e-02   
DiffWalk                                           -3.870681e-02   
BMI_Underweight                                    -0.000000e+00   
BMI_Healthy weight                                 -8.528700e-17   
BMI_Overweight                                     -5.421011e-20   
BMI_Class 1 Obesity                                -6.776264e-21   
BMI_Class 2 Obesity                                -1.694066e-21   
BMI_Class 3 Obesity                                 2.117582e-22   
GenHlth_Excellent                                  -4.984576e-01   
GenHlth_Very good                                   6.912182e-01   
GenHlth_Good                                       -1.317998e-01   
GenHlth_Fair                                       -4.163029e-02   
GenHlth_Poor                                       -1.933053e-02   
MentHlth_0                                          3.633055e-01   
MentHlth_1-5                                       -2.777261e-01   
MentHlth_6-10                                      -2.604803e-02   
MentHlth_11-15                                     -1.557768e-02   
MentHlth_16-20                                     -8.357897e-03   
MentHlth_21-25                                     -2.312488e-03   
MentHlth_26-30                                     -3.328330e-02   
PhysHlth_0                                          1.546710e-01   
PhysHlth_1-5                                       -8.864493e-02   
PhysHlth_6-10                                      -9.753220e-03   
PhysHlth_11-15                                     -1.421439e-02   
PhysHlth_16-20                                     -8.157549e-03   
PhysHlth_21-25                                     -3.364632e-03   
PhysHlth_26-30                                     -3.053629e-02   
Education_Never attended school or only kinderg...  6.175775e-05   
Education_Elementary                               -1.877117e-03   
Education_Some high school                         -9.919522e-03   
Education_High school graduate                     -2.097239e-02   
Education_Some college or technical school          2.233325e-02   
Education_College graduate                          1.037402e-02   
Income_Less than $10,000                           -1.596608e-02   
Income_$10,000-$14,999                             -9.738744e-03   
Income_$15,000-$19,999                             -1.492812e-02   
Income_$20,000-$24,999                             -1.030192e-02   
Income_$25,000-$34,999                             -3.136581e-03   
Income_$35,000-$49,999                             -5.988426e-04   
Income_$50,000-$74,999                              5.265648e-03   
Income_$75,000 or more                              4.940465e-02   
Sex_Female                                         -8.504628e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -8.504628e-17   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC4  \
HighBP                                             -2.372236e-02   
HighChol                                           -1.490070e-02   
CholCheck                                          -1.463312e-02   
Smoker                                              3.022455e-02   
Stroke                                             -6.072358e-03   
HeartDiseaseorAttack                               -9.859407e-03   
PhysActivity                                        4.221547e-02   
Fruits                                             -3.709344e-02   
Veggies                                            -9.090580e-03   
HvyAlcoholConsump                                   1.998462e-02   
AnyHealthcare                                      -7.965361e-03   
NoDocbcCost                                        -1.001444e-02   
DiffWalk                                           -4.105810e-02   
BMI_Underweight                                     0.000000e+00   
BMI_Healthy weight                                  1.142082e-16   
BMI_Overweight                                      4.336809e-19   
BMI_Class 1 Obesity                                 5.421011e-20   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                 1.694066e-21   
GenHlth_Excellent                                   6.576315e-03   
GenHlth_Very good                                   1.870283e-01   
GenHlth_Good                                       -1.380296e-01   
GenHlth_Fair                                       -4.174438e-02   
GenHlth_Poor                                       -1.383069e-02   
MentHlth_0                                         -4.309976e-01   
MentHlth_1-5                                        4.375265e-01   
MentHlth_6-10                                      -2.295891e-03   
MentHlth_11-15                                      8.248218e-03   
MentHlth_16-20                                     -2.202689e-03   
MentHlth_21-25                                     -1.604785e-03   
MentHlth_26-30                                     -8.673780e-03   
PhysHlth_0                                          5.657204e-01   
PhysHlth_1-5                                       -4.694675e-01   
PhysHlth_6-10                                      -3.235719e-02   
PhysHlth_11-15                                     -1.968739e-02   
PhysHlth_16-20                                     -6.700782e-03   
PhysHlth_21-25                                     -2.001511e-03   
PhysHlth_26-30                                     -3.550597e-02   
Education_Never attended school or only kinderg... -3.913819e-04   
Education_Elementary                               -4.787646e-03   
Education_Some high school                         -5.521610e-03   
Education_High school graduate                      2.247118e-03   
Education_Some college or technical school          7.665055e-02   
Education_College graduate                         -6.819703e-02   
Income_Less than $10,000                           -1.132191e-02   
Income_$10,000-$14,999                             -4.222877e-03   
Income_$15,000-$19,999                             -6.806580e-03   
Income_$20,000-$24,999                             -3.496138e-03   
Income_$25,000-$34,999                              3.399311e-03   
Income_$35,000-$49,999                              1.621926e-02   
Income_$50,000-$74,999                              5.232739e-02   
Income_$75,000 or more                             -4.609846e-02   
Sex_Female                                          1.137225e-16   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           1.137225e-16   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC5  \
HighBP                                             -1.318368e-02   
HighChol                                           -2.341061e-02   
CholCheck                                           5.202230e-03   
Smoker                                              1.052906e-01   
Stroke                                             -2.129444e-03   
HeartDiseaseorAttack                               -3.271167e-04   
PhysActivity                                        6.036887e-02   
Fruits                                              8.316600e-03   
Veggies                                             3.307195e-02   
HvyAlcoholConsump                                   2.969533e-02   
AnyHealthcare                                       3.273307e-02   
NoDocbcCost                                        -5.981254e-02   
DiffWalk                                           -9.204147e-03   
BMI_Underweight                                    -5.551115e-17   
BMI_Healthy weight                                  2.845864e-17   
BMI_Overweight                                     -1.387779e-17   
BMI_Class 1 Obesity                                -6.938894e-18   
BMI_Class 2 Obesity                                 8.673617e-19   
BMI_Class 3 Obesity                                -2.168404e-19   
GenHlth_Excellent                                   9.729122e-02   
GenHlth_Very good                                   5.034030e-02   
GenHlth_Good                                       -1.430086e-01   
GenHlth_Fair                                       -4.655355e-03   
GenHlth_Poor                                        3.245512e-05   
MentHlth_0                                         -1.996540e-02   
MentHlth_1-5                                        5.121157e-02   
MentHlth_6-10                                      -8.250192e-03   
MentHlth_11-15                                     -8.877370e-03   
MentHlth_16-20                                      3.618409e-04   
MentHlth_21-25                                      1.527263e-03   
MentHlth_26-30                                     -1.600771e-02   
PhysHlth_0                                         -7.601173e-02   
PhysHlth_1-5                                        9.646054e-02   
PhysHlth_6-10                                      -7.931969e-03   
PhysHlth_11-15                                     -4.690008e-03   
PhysHlth_16-20                                     -2.939931e-03   
PhysHlth_21-25                                      2.015964e-03   
PhysHlth_26-30                                     -6.902861e-03   
Education_Never attended school or only kinderg... -1.204640e-05   
Education_Elementary                               -5.487997e-03   
Education_Some high school                         -1.327823e-02   
Education_High school graduate                     -3.854039e-02   
Education_Some college or technical school          4.936320e-01   
Education_College graduate                         -4.363133e-01   
Income_Less than $10,000                           -1.100760e-02   
Income_$10,000-$14,999                             -8.505638e-03   
Income_$15,000-$19,999                             -1.684314e-02   
Income_$20,000-$24,999                             -1.886602e-02   
Income_$25,000-$34,999                             -3.869504e-02   
Income_$35,000-$49,999                             -9.329962e-02   
Income_$50,000-$74,999                             -3.871804e-01   
Income_$75,000 or more                              5.743975e-01   
Sex_Female                                          3.676017e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                           3.676017e-17   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC6  \
HighBP                                             -7.059464e-02   
HighChol                                           -1.120839e-01   
CholCheck                                          -7.902580e-03   
Smoker                                             -2.812146e-01   
Stroke                                             -7.891864e-03   
HeartDiseaseorAttack                               -9.105508e-03   
PhysActivity                                        1.817498e-01   
Fruits                                              5.867879e-01   
Veggies                                             1.811624e-01   
HvyAlcoholConsump                                  -5.137413e-02   
AnyHealthcare                                      -3.833964e-03   
NoDocbcCost                                        -4.052937e-02   
DiffWalk                                           -5.162856e-02   
BMI_Underweight                                    -2.775558e-17   
BMI_Healthy weight                                 -3.865386e-17   
BMI_Overweight                                      1.387779e-17   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                -8.673617e-19   
BMI_Class 3 Obesity                                 2.168404e-19   
GenHlth_Excellent                                   1.693784e-01   
GenHlth_Very good                                   1.208359e-01   
GenHlth_Good                                       -2.329899e-01   
GenHlth_Fair                                       -3.569434e-02   
GenHlth_Poor                                       -2.152996e-02   
MentHlth_0                                          1.739517e-02   
MentHlth_1-5                                        9.544718e-02   
MentHlth_6-10                                      -2.923865e-02   
MentHlth_11-15                                     -2.333425e-02   
MentHlth_16-20                                     -1.115411e-02   
MentHlth_21-25                                     -1.866018e-03   
MentHlth_26-30                                     -4.724932e-02   
PhysHlth_0                                         -9.548616e-02   
PhysHlth_1-5                                        1.873087e-01   
PhysHlth_6-10                                      -1.746374e-02   
PhysHlth_11-15                                     -1.789175e-02   
PhysHlth_16-20                                     -6.955595e-03   
PhysHlth_21-25                                     -5.095148e-03   
PhysHlth_26-30                                     -4.441632e-02   
Education_Never attended school or only kinderg... -4.514943e-04   
Education_Elementary                               -3.963307e-03   
Education_Some high school                         -1.674838e-02   
Education_High school graduate                     -9.995321e-02   
Education_Some college or technical school          2.918317e-01   
Education_College graduate                         -1.707153e-01   
Income_Less than $10,000                           -2.924293e-02   
Income_$10,000-$14,999                             -8.732775e-03   
Income_$15,000-$19,999                             -1.286052e-02   
Income_$20,000-$24,999                             -7.546249e-03   
Income_$25,000-$34,999                             -1.097768e-03   
Income_$35,000-$49,999                              6.476300e-02   
Income_$50,000-$74,999                              3.109750e-01   
Income_$75,000 or more                             -3.162577e-01   
Sex_Female                                         -3.631204e-17   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                          -3.631204e-17   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC7  \
HighBP                                              3.572699e-02   
HighChol                                            4.431575e-02   
CholCheck                                           4.417939e-03   
Smoker                                              6.960938e-01   
Stroke                                              3.059947e-03   
HeartDiseaseorAttack                                1.014746e-02   
PhysActivity                                        9.565234e-02   
Fruits                                              5.920101e-01   
Veggies                                             2.160241e-01   
HvyAlcoholConsump                                   7.428625e-02   
AnyHealthcare                                      -2.774674e-02   
NoDocbcCost                                         7.661925e-02   
DiffWalk                                            3.547397e-02   
BMI_Underweight                                    -2.775558e-17   
BMI_Healthy weight                                  8.404579e-18   
BMI_Overweight                                      1.110223e-16   
BMI_Class 1 Obesity                                 5.551115e-17   
BMI_Class 2 Obesity                                 5.551115e-17   
BMI_Class 3 Obesity                                 6.938894e-18   
GenHlth_Excellent                                  -7.348115e-02   
GenHlth_Very good                                  -3.044543e-02   
GenHlth_Good                                        5.676649e-02   
GenHlth_Fair                                        3.332181e-02   
GenHlth_Poor                                        1.383828e-02   
MentHlth_0                                         -1.693750e-02   
MentHlth_1-5                                       -6.914400e-02   
MentHlth_6-10                                       1.414461e-02   
MentHlth_11-15                                      2.290025e-02   
MentHlth_16-20                                      6.330928e-03   
MentHlth_21-25                                      2.574747e-03   
MentHlth_26-30                                      4.013097e-02   
PhysHlth_0                                          3.590585e-02   
PhysHlth_1-5                                       -1.039330e-01   
PhysHlth_6-10                                       7.921685e-03   
PhysHlth_11-15                                      1.585021e-02   
PhysHlth_16-20                                      8.230691e-03   
PhysHlth_21-25                                      3.844581e-03   
PhysHlth_26-30                                      3.217997e-02   
Education_Never attended school or only kinderg... -1.602472e-04   
Education_Elementary                                3.755024e-04   
Education_Some high school                          8.153445e-03   
Education_High school graduate                      8.242520e-02   
Education_Some college or technical school         -1.745953e-01   
Education_College graduate                          8.380144e-02   
Income_Less than $10,000                            4.194115e-03   
Income_$10,000-$14,999                              3.511411e-03   
Income_$15,000-$19,999                              1.533658e-02   
Income_$20,000-$24,999                              1.652700e-02   
Income_$25,000-$34,999                              1.118185e-02   
Income_$35,000-$49,999                              2.986943e-03   
Income_$50,000-$74,999                             -1.107319e-01   
Income_$75,000 or more                              5.699402e-02   
Sex_Female                                          2.126578e-17   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           2.126578e-17   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC8  \
HighBP                                              5.141043e-02   
HighChol                                            6.947550e-02   
CholCheck                                           3.084657e-02   
Smoker                                             -4.779107e-01   
Stroke                                              6.102414e-03   
HeartDiseaseorAttack                                4.210479e-03   
PhysActivity                                       -6.566299e-02   
Fruits                                              3.749271e-01   
Veggies                                             3.488090e-02   
HvyAlcoholConsump                                  -8.021883e-02   
AnyHealthcare                                      -2.638048e-02   
NoDocbcCost                                         4.654398e-02   
DiffWalk                                            2.783386e-02   
BMI_Underweight                                    -5.551115e-17   
BMI_Healthy weight                                 -5.846708e-18   
BMI_Overweight                                     -5.551115e-17   
BMI_Class 1 Obesity                                -1.110223e-16   
BMI_Class 2 Obesity                                 2.775558e-17   
BMI_Class 3 Obesity                                 6.938894e-18   
GenHlth_Excellent                                  -3.694004e-01   
GenHlth_Very good                                  -1.927771e-01   
GenHlth_Good                                        5.660330e-01   
GenHlth_Fair                                       -1.918880e-03   
GenHlth_Poor                                       -1.936545e-03   
MentHlth_0                                         -5.141547e-02   
MentHlth_1-5                                        1.066534e-02   
MentHlth_6-10                                       1.346374e-02   
MentHlth_11-15                                      6.994608e-03   
MentHlth_16-20                                      5.473213e-03   
MentHlth_21-25                                      1.081737e-03   
MentHlth_26-30                                      1.373683e-02   
PhysHlth_0                                          1.030274e-01   
PhysHlth_1-5                                       -1.655865e-01   
PhysHlth_6-10                                       2.956875e-02   
PhysHlth_11-15                                      1.338523e-02   
PhysHlth_16-20                                      4.578222e-03   
PhysHlth_21-25                                     -1.300081e-03   
PhysHlth_26-30                                      1.632704e-02   
Education_Never attended school or only kinderg...  1.842261e-04   
Education_Elementary                                1.051355e-02   
Education_Some high school                          1.321375e-02   
Education_High school graduate                      2.002376e-02   
Education_Some college or technical school          4.619748e-02   
Education_College graduate                         -9.013276e-02   
Income_Less than $10,000                            1.228436e-02   
Income_$10,000-$14,999                              1.478372e-02   
Income_$15,000-$19,999                              1.361443e-02   
Income_$20,000-$24,999                              3.568054e-02   
Income_$25,000-$34,999                              2.210824e-02   
Income_$35,000-$49,999                             -8.902984e-03   
Income_$50,000-$74,999                             -2.075705e-01   
Income_$75,000 or more                              1.180022e-01   
Sex_Female                                          4.770836e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                           4.770836e-17   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC9  \
HighBP                                              3.418239e-02   
HighChol                                            5.702024e-02   
CholCheck                                           3.088058e-03   
Smoker                                             -2.367387e-01   
Stroke                                              7.402237e-03   
HeartDiseaseorAttack                                7.998292e-03   
PhysActivity                                       -2.005833e-01   
Fruits                                              1.460104e-01   
Veggies                                            -4.472212e-02   
HvyAlcoholConsump                                  -7.790006e-02   
AnyHealthcare                                      -6.487743e-02   
NoDocbcCost                                         4.234099e-02   
DiffWalk                                            7.650767e-02   
BMI_Underweight                                     5.551115e-17   
BMI_Healthy weight                                 -2.406487e-17   
BMI_Overweight                                     -1.387779e-16   
BMI_Class 1 Obesity                                 2.220446e-16   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                 5.551115e-17   
GenHlth_Excellent                                   1.141644e-01   
GenHlth_Very good                                   1.000565e-01   
GenHlth_Good                                       -3.607132e-01   
GenHlth_Fair                                        1.014854e-01   
GenHlth_Poor                                        4.500693e-02   
MentHlth_0                                         -1.935304e-02   
MentHlth_1-5                                        3.123395e-02   
MentHlth_6-10                                      -4.056172e-02   
MentHlth_11-15                                     -1.229881e-02   
MentHlth_16-20                                     -1.145977e-03   
MentHlth_21-25                                     -1.589255e-04   
MentHlth_26-30                                      4.228452e-02   
PhysHlth_0                                         -7.176104e-02   
PhysHlth_1-5                                       -1.969099e-02   
PhysHlth_6-10                                      -1.883073e-03   
PhysHlth_11-15                                      9.593035e-03   
PhysHlth_16-20                                      1.037026e-02   
PhysHlth_21-25                                      2.938732e-03   
PhysHlth_26-30                                      7.043308e-02   
Education_Never attended school or only kinderg...  3.774921e-04   
Education_Elementary                                1.044577e-02   
Education_Some high school                          2.078877e-02   
Education_High school graduate                      6.217072e-01   
Education_Some college or technical school         -3.994206e-01   
Education_College graduate                         -2.538986e-01   
Income_Less than $10,000                            4.575716e-02   
Income_$10,000-$14,999                              3.702469e-02   
Income_$15,000-$19,999                              4.508691e-02   
Income_$20,000-$24,999                              2.933657e-02   
Income_$25,000-$34,999                              4.432260e-02   
Income_$35,000-$49,999                              3.443566e-02   
Income_$50,000-$74,999                             -2.371255e-01   
Income_$75,000 or more                              1.161887e-03   
Sex_Female                                          4.814584e-17   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           4.814584e-17   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC10  ...  PC49  \
HighBP                                              1.488587e-01  ...   0.0   
HighChol                                            4.449162e-01  ...   0.0   
CholCheck                                           2.615966e-02  ...   0.0   
Smoker                                             -8.112946e-02  ...   0.0   
Stroke                                              3.256334e-02  ...   0.0   
HeartDiseaseorAttack                                3.303826e-02  ...   0.0   
PhysActivity                                       -3.656750e-01  ...   0.0   
Fruits                                              1.414545e-01  ...   0.0   
Veggies                                            -1.014262e-01  ...   0.0   
HvyAlcoholConsump                                  -4.767396e-02  ...   0.0   
AnyHealthcare                                       9.506333e-03  ...   0.0   
NoDocbcCost                                         1.261136e-01  ...   0.0   
DiffWalk                                            1.988763e-01  ...   0.0   
BMI_Underweight                                    -0.000000e+00  ...   0.0   
BMI_Healthy weight                                  1.163216e-16  ...   0.0   
BMI_Overweight                                      1.387779e-16  ...   0.0   
BMI_Class 1 Obesity                                -5.551115e-17  ...   0.0   
BMI_Class 2 Obesity                                -0.000000e+00  ...   0.0   
BMI_Class 3 Obesity                                -5.551115e-17  ...   0.0   
GenHlth_Excellent                                   3.967948e-02  ...   0.0   
GenHlth_Very good                                   2.219051e-03  ...   0.0   
GenHlth_Good                                       -3.202183e-01  ...   0.0   
GenHlth_Fair                                        1.749429e-01  ...   0.0   
GenHlth_Poor                                        1.033768e-01  ...   0.0   
MentHlth_0                                         -1.399868e-01  ...   0.0   
MentHlth_1-5                                       -2.120648e-01  ...   0.0   
MentHlth_6-10                                       8.409847e-02  ...   0.0   
MentHlth_11-15                                      5.591238e-02  ...   0.0   
MentHlth_16-20                                      3.617367e-02  ...   0.0   
MentHlth_21-25                                      8.210509e-03  ...   0.0   
MentHlth_26-30                                      1.676566e-01  ...   0.0   
PhysHlth_0                                         -9.741609e-02  ...   0.0   
PhysHlth_1-5                                       -2.248457e-01  ...   0.0   
PhysHlth_6-10                                       7.254646e-02  ...   0.0   
PhysHlth_11-15                                      4.313650e-02  ...   0.0   
PhysHlth_16-20                                      2.642546e-02  ...   0.0   
PhysHlth_21-25                                      1.399350e-02  ...   0.0   
PhysHlth_26-30                                      1.661599e-01  ...   0.0   
Education_Never attended school or only kinderg...  3.027231e-04  ...   0.0   
Education_Elementary                                1.085429e-02  ...   0.0   
Education_Some high school                          1.485254e-02  ...   0.0   
Education_High school graduate                     -3.664882e-01  ...   0.0   
Education_Some college or technical school          1.809148e-01  ...   0.0   
Education_College graduate                          1.595638e-01  ...   0.0   
Income_Less than $10,000                            5.419003e-02  ...   0.0   
Income_$10,000-$14,999                              2.912151e-02  ...   0.0   
Income_$15,000-$19,999                              2.290437e-02  ...   0.0   
Income_$20,000-$24,999                             -4.795689e-04  ...   0.0   
Income_$25,000-$34,999                             -1.342834e-02  ...   0.0   
Income_$35,000-$49,999                             -7.624271e-02  ...   0.0   
Income_$50,000-$74,999                             -4.237995e-03  ...   0.0   
Income_$75,000 or more                             -1.182730e-02  ...   0.0   
Sex_Female                                          1.016437e-16  ...   0.0   
Sex_Male                                           -0.000000e+00  ...   0.0   
Age_18-29                                          -0.000000e+00  ...   0.0   
Age_30-49                                           1.016437e-16  ...   0.0   
Age_50-64                                          -0.000000e+00  ...   0.0   
Age_65+                                            -0.000000e+00  ...   1.0   

                                                    PC50  PC51  PC52  \
HighBP                                               0.0   0.0   0.0   
HighChol                                             0.0   0.0   0.0   
CholCheck                                            0.0   0.0   0.0   
Smoker                                               0.0   0.0   0.0   
Stroke                                               0.0   0.0   0.0   
HeartDiseaseorAttack                                 0.0   0.0   0.0   
PhysActivity                                         0.0   0.0   0.0   
Fruits                                               0.0   0.0   0.0   
Veggies                                              0.0   0.0   0.0   
HvyAlcoholConsump                                    0.0   0.0   0.0   
AnyHealthcare                                        0.0   0.0   0.0   
NoDocbcCost                                          0.0   0.0   0.0   
DiffWalk                                             0.0   0.0   0.0   
BMI_Underweight                                      0.0   0.0   0.0   
BMI_Healthy weight                                   0.0   0.0   0.0   
BMI_Overweight                                       0.0   0.0   0.0   
BMI_Class 1 Obesity                                  0.0   0.0   0.0   
BMI_Class 2 Obesity                                  0.0   0.0   0.0   
BMI_Class 3 Obesity                                  0.0   0.0   0.0   
GenHlth_Excellent                                    0.0   0.0   0.0   
GenHlth_Very good                                    0.0   0.0   0.0   
GenHlth_Good                                         0.0   0.0   0.0   
GenHlth_Fair                                         0.0   0.0   0.0   
GenHlth_Poor                                         0.0   0.0   0.0   
MentHlth_0                                           0.0   0.0   0.0   
MentHlth_1-5                                         0.0   0.0   0.0   
MentHlth_6-10                                        0.0   0.0   0.0   
MentHlth_11-15                                       0.0   0.0   0.0   
MentHlth_16-20                                       0.0   0.0   0.0   
MentHlth_21-25                                       0.0   0.0   0.0   
MentHlth_26-30                                       0.0   0.0   0.0   
PhysHlth_0                                           0.0   0.0   0.0   
PhysHlth_1-5                                         0.0   0.0   0.0   
PhysHlth_6-10                                        0.0   0.0   0.0   
PhysHlth_11-15                                       0.0   0.0   0.0   
PhysHlth_16-20                                       0.0   0.0   0.0   
PhysHlth_21-25                                       0.0   0.0   0.0   
PhysHlth_26-30                                       0.0   0.0   0.0   
Education_Never attended school or only kinderg...   0.0   0.0   0.0   
Education_Elementary                                 0.0   0.0   0.0   
Education_Some high school                           0.0   0.0   0.0   
Education_High school graduate                       0.0   0.0   0.0   
Education_Some college or technical school           0.0   0.0   0.0   
Education_College graduate                           0.0   0.0   0.0   
Income_Less than $10,000                             0.0   0.0   0.0   
Income_$10,000-$14,999                               0.0   0.0   0.0   
Income_$15,000-$19,999                               0.0   0.0   0.0   
Income_$20,000-$24,999                               0.0   0.0   0.0   
Income_$25,000-$34,999                               0.0   0.0   0.0   
Income_$35,000-$49,999                               0.0   0.0   0.0   
Income_$50,000-$74,999                               0.0   0.0   0.0   
Income_$75,000 or more                               0.0   0.0   0.0   
Sex_Female                                           0.0   0.0   0.0   
Sex_Male                                             0.0   1.0   0.0   
Age_18-29                                            0.0   0.0   1.0   
Age_30-49                                            0.0   0.0   0.0   
Age_50-64                                            1.0   0.0   0.0   
Age_65+                                              0.0   0.0   0.0   

                                                            PC53  \
HighBP                                              0.000000e+00   
HighChol                                           -7.907725e-17   
CholCheck                                           1.452813e-16   
Smoker                                              1.269235e-16   
Stroke                                             -9.164309e-16   
HeartDiseaseorAttack                                5.946122e-16   
PhysActivity                                       -2.499914e-16   
Fruits                                              2.548214e-17   
Veggies                                             2.086466e-16   
HvyAlcoholConsump                                  -1.668385e-16   
AnyHealthcare                                      -3.872190e-16   
NoDocbcCost                                        -2.610034e-16   
DiffWalk                                           -2.449167e-16   
BMI_Underweight                                     1.270296e-01   
BMI_Healthy weight                                 -1.107055e-01   
BMI_Overweight                                     -3.954681e-01   
BMI_Class 1 Obesity                                 1.206571e-01   
BMI_Class 2 Obesity                                 4.452232e-01   
BMI_Class 3 Obesity                                -3.486728e-01   
GenHlth_Excellent                                   7.289088e-02   
GenHlth_Very good                                   7.289088e-02   
GenHlth_Good                                        7.289088e-02   
GenHlth_Fair                                        7.289088e-02   
GenHlth_Poor                                        7.289088e-02   
MentHlth_0                                         -1.118878e-02   
MentHlth_1-5                                       -1.118878e-02   
MentHlth_6-10                                      -1.118878e-02   
MentHlth_11-15                                     -1.118878e-02   
MentHlth_16-20                                     -1.118878e-02   
MentHlth_21-25                                     -1.118878e-02   
MentHlth_26-30                                     -1.118878e-02   
PhysHlth_0                                         -5.303824e-02   
PhysHlth_1-5                                       -5.303824e-02   
PhysHlth_6-10                                      -5.303824e-02   
PhysHlth_11-15                                     -5.303824e-02   
PhysHlth_16-20                                     -5.303824e-02   
PhysHlth_21-25                                     -5.303824e-02   
PhysHlth_26-30                                     -5.303824e-02   
Education_Never attended school or only kinderg...  2.640097e-01   
Education_Elementary                                2.640097e-01   
Education_Some high school                          2.640097e-01   
Education_High school graduate                      2.640097e-01   
Education_Some college or technical school          2.640097e-01   
Education_College graduate                          2.640097e-01   
Income_Less than $10,000                           -3.081294e-02   
Income_$10,000-$14,999                             -3.081294e-02   
Income_$15,000-$19,999                             -3.081294e-02   
Income_$20,000-$24,999                             -3.081294e-02   
Income_$25,000-$34,999                             -3.081294e-02   
Income_$35,000-$49,999                             -3.081294e-02   
Income_$50,000-$74,999                             -3.081294e-02   
Income_$75,000 or more                             -3.081294e-02   
Sex_Female                                          6.294003e-02   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           6.294003e-02   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC54  \
HighBP                                             -0.000000e+00   
HighChol                                            5.422440e-17   
CholCheck                                          -4.395378e-16   
Smoker                                             -1.019030e-16   
Stroke                                              3.817684e-17   
HeartDiseaseorAttack                               -3.862557e-16   
PhysActivity                                        2.815783e-17   
Fruits                                              4.876758e-17   
Veggies                                            -1.240261e-16   
HvyAlcoholConsump                                   1.664484e-16   
AnyHealthcare                                      -3.009423e-16   
NoDocbcCost                                        -2.215311e-16   
DiffWalk                                           -2.422733e-16   
BMI_Underweight                                     1.732592e-01   
BMI_Healthy weight                                 -3.328028e-01   
BMI_Overweight                                     -8.110824e-02   
BMI_Class 1 Obesity                                 8.165624e-02   
BMI_Class 2 Obesity                                -6.907763e-03   
BMI_Class 3 Obesity                                 4.647759e-01   
GenHlth_Excellent                                   9.440838e-02   
GenHlth_Very good                                   9.440838e-02   
GenHlth_Good                                        9.440838e-02   
GenHlth_Fair                                        9.440838e-02   
GenHlth_Poor                                        9.440838e-02   
MentHlth_0                                         -5.543957e-02   
MentHlth_1-5                                       -5.543957e-02   
MentHlth_6-10                                      -5.543957e-02   
MentHlth_11-15                                     -5.543957e-02   
MentHlth_16-20                                     -5.543957e-02   
MentHlth_21-25                                     -5.543957e-02   
MentHlth_26-30                                     -5.543957e-02   
PhysHlth_0                                         -2.606889e-01   
PhysHlth_1-5                                       -2.606889e-01   
PhysHlth_6-10                                      -2.606889e-01   
PhysHlth_11-15                                     -2.606889e-01   
PhysHlth_16-20                                     -2.606889e-01   
PhysHlth_21-25                                     -2.606889e-01   
PhysHlth_26-30                                     -2.606889e-01   
Education_Never attended school or only kinderg... -3.036589e-02   
Education_Elementary                               -3.036589e-02   
Education_Some high school                         -3.036589e-02   
Education_High school graduate                     -3.036589e-02   
Education_Some college or technical school         -3.036589e-02   
Education_College graduate                         -3.036589e-02   
Income_Less than $10,000                            1.013271e-01   
Income_$10,000-$14,999                              1.013271e-01   
Income_$15,000-$19,999                              1.013271e-01   
Income_$20,000-$24,999                              1.013271e-01   
Income_$25,000-$34,999                              1.013271e-01   
Income_$35,000-$49,999                              1.013271e-01   
Income_$50,000-$74,999                              1.013271e-01   
Income_$75,000 or more                              1.013271e-01   
Sex_Female                                          1.504400e-02   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                           1.504400e-02   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC55  \
HighBP                                             -2.676577e-16   
HighChol                                            1.210731e-16   
CholCheck                                           5.551639e-16   
Smoker                                             -1.173797e-16   
Stroke                                             -6.856159e-16   
HeartDiseaseorAttack                                1.282117e-15   
PhysActivity                                        6.682763e-17   
Fruits                                             -3.780105e-17   
Veggies                                            -5.624104e-17   
HvyAlcoholConsump                                  -3.056880e-17   
AnyHealthcare                                       1.151596e-16   
NoDocbcCost                                        -4.520861e-17   
DiffWalk                                           -4.288824e-16   
BMI_Underweight                                     4.343270e-01   
BMI_Healthy weight                                 -4.981591e-02   
BMI_Overweight                                     -4.323916e-01   
BMI_Class 1 Obesity                                 1.585463e-01   
BMI_Class 2 Obesity                                -1.736029e-03   
BMI_Class 3 Obesity                                 1.253007e-02   
GenHlth_Excellent                                   9.383182e-02   
GenHlth_Very good                                   9.383182e-02   
GenHlth_Good                                        9.383182e-02   
GenHlth_Fair                                        9.383182e-02   
GenHlth_Poor                                        9.383182e-02   
MentHlth_0                                         -9.885180e-02   
MentHlth_1-5                                       -9.885180e-02   
MentHlth_6-10                                      -9.885180e-02   
MentHlth_11-15                                     -9.885180e-02   
MentHlth_16-20                                     -9.885180e-02   
MentHlth_21-25                                     -9.885180e-02   
MentHlth_26-30                                     -9.885180e-02   
PhysHlth_0                                          1.943794e-01   
PhysHlth_1-5                                        1.943794e-01   
PhysHlth_6-10                                       1.943794e-01   
PhysHlth_11-15                                      1.943794e-01   
PhysHlth_16-20                                      1.943794e-01   
PhysHlth_21-25                                      1.943794e-01   
PhysHlth_26-30                                      1.943794e-01   
Education_Never attended school or only kinderg... -1.116671e-01   
Education_Elementary                               -1.116671e-01   
Education_Some high school                         -1.116671e-01   
Education_High school graduate                     -1.116671e-01   
Education_Some college or technical school         -1.116671e-01   
Education_College graduate                         -1.116671e-01   
Income_Less than $10,000                            1.325322e-01   
Income_$10,000-$14,999                              1.325322e-01   
Income_$15,000-$19,999                              1.325322e-01   
Income_$20,000-$24,999                              1.325322e-01   
Income_$25,000-$34,999                              1.325322e-01   
Income_$35,000-$49,999                              1.325322e-01   
Income_$50,000-$74,999                              1.325322e-01   
Income_$75,000 or more                              1.325322e-01   
Sex_Female                                         -4.677754e-02   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                          -4.677754e-02   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC56  \
HighBP                                             -0.000000e+00   
HighChol                                            9.037400e-18   
CholCheck                                           2.072147e-16   
Smoker                                              3.952512e-17   
Stroke                                              1.321366e-15   
HeartDiseaseorAttack                               -1.250549e-15   
PhysActivity                                       -2.563171e-16   
Fruits                                             -8.094472e-17   
Veggies                                             2.278180e-17   
HvyAlcoholConsump                                   1.006384e-16   
AnyHealthcare                                       8.474844e-16   
NoDocbcCost                                         3.822962e-16   
DiffWalk                                            1.071744e-16   
BMI_Underweight                                    -2.017118e-01   
BMI_Healthy weight                                  1.189944e-01   
BMI_Overweight                                      6.962674e-02   
BMI_Class 1 Obesity                                -4.608587e-02   
BMI_Class 2 Obesity                                 3.902399e-01   
BMI_Class 3 Obesity                                 1.362753e-01   
GenHlth_Excellent                                  -2.615493e-01   
GenHlth_Very good                                  -2.615493e-01   
GenHlth_Good                                       -2.615493e-01   
GenHlth_Fair                                       -2.615493e-01   
GenHlth_Poor                                       -2.615493e-01   
MentHlth_0                                         -8.241162e-02   
MentHlth_1-5                                       -8.241162e-02   
MentHlth_6-10                                      -8.241162e-02   
MentHlth_11-15                                     -8.241162e-02   
MentHlth_16-20                                     -8.241162e-02   
MentHlth_21-25                                     -8.241162e-02   
MentHlth_26-30                                     -8.241162e-02   
PhysHlth_0                                          1.462479e-02   
PhysHlth_1-5                                        1.462479e-02   
PhysHlth_6-10                                       1.462479e-02   
PhysHlth_11-15                                      1.462479e-02   
PhysHlth_16-20                                      1.462479e-02   
PhysHlth_21-25                                      1.462479e-02   
PhysHlth_26-30                                      1.462479e-02   
Education_Never attended school or only kinderg...  6.740951e-02   
Education_Elementary                                6.740951e-02   
Education_Some high school                          6.740951e-02   
Education_High school graduate                      6.740951e-02   
Education_Some college or technical school          6.740951e-02   
Education_College graduate                          6.740951e-02   
Income_Less than $10,000                            1.952068e-01   
Income_$10,000-$14,999                              1.952068e-01   
Income_$15,000-$19,999                              1.952068e-01   
Income_$20,000-$24,999                              1.952068e-01   
Income_$25,000-$34,999                              1.952068e-01   
Income_$35,000-$49,999                              1.952068e-01   
Income_$50,000-$74,999                              1.952068e-01   
Income_$75,000 or more                              1.952068e-01   
Sex_Female                                         -1.485495e-01   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -1.485495e-01   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC57          PC58  
HighBP                                             -0.000000e+00 -0.000000e+00  
HighChol                                           -1.807480e-17  9.263335e-17  
CholCheck                                           4.778875e-16 -1.166962e-16  
Smoker                                              1.003967e-16 -9.659587e-17  
Stroke                                              1.201788e-15  3.526414e-17  
HeartDiseaseorAttack                               -6.318332e-17 -6.655591e-17  
PhysActivity                                       -1.300897e-18 -6.653814e-17  
Fruits                                              5.307468e-17  2.787657e-17  
Veggies                                             1.986015e-16 -2.158079e-16  
HvyAlcoholConsump                                   8.170474e-17 -8.142561e-17  
AnyHealthcare                                      -1.570956e-16 -6.962859e-16  
NoDocbcCost                                        -1.914877e-17 -4.332220e-16  
DiffWalk                                           -1.416820e-16 -5.780083e-17  
BMI_Underweight                                     2.488378e-01 -7.335154e-02  
BMI_Healthy weight                                 -2.138371e-01 -3.011684e-01  
BMI_Overweight                                      4.829057e-01  4.953729e-01  
BMI_Class 1 Obesity                                -1.199862e-01  2.679395e-01  
BMI_Class 2 Obesity                                -7.462441e-02  1.759135e-01  
BMI_Class 3 Obesity                                -3.219430e-01 -3.117729e-01  
GenHlth_Excellent                                   4.538754e-02  9.724261e-02  
GenHlth_Very good                                   4.538754e-02  9.724261e-02  
GenHlth_Good                                        4.538754e-02  9.724261e-02  
GenHlth_Fair                                        4.538754e-02  9.724261e-02  
GenHlth_Poor                                        4.538754e-02  9.724261e-02  
MentHlth_0                                          1.099695e-01 -1.893715e-01  
MentHlth_1-5                                        1.099695e-01 -1.893715e-01  
MentHlth_6-10                                       1.099695e-01 -1.893715e-01  
MentHlth_11-15                                      1.099695e-01 -1.893715e-01  
MentHlth_16-20                                      1.099695e-01 -1.893715e-01  
MentHlth_21-25                                      1.099695e-01 -1.893715e-01  
MentHlth_26-30                                      1.099695e-01 -1.893715e-01  
PhysHlth_0                                          2.378115e-02  4.615882e-03  
PhysHlth_1-5                                        2.378115e-02  4.615882e-03  
PhysHlth_6-10                                       2.378115e-02  4.615882e-03  
PhysHlth_11-15                                      2.378115e-02  4.615882e-03  
PhysHlth_16-20                                      2.378115e-02  4.615882e-03  
PhysHlth_21-25                                      2.378115e-02  4.615882e-03  
PhysHlth_26-30                                      2.378115e-02  4.615882e-03  
Education_Never attended school or only kinderg...  5.277121e-02 -4.689772e-02  
Education_Elementary                                5.277121e-02 -4.689772e-02  
Education_Some high school                          5.277121e-02 -4.689772e-02  
Education_High school graduate                      5.277121e-02 -4.689772e-02  
Education_Some college or technical school          5.277121e-02 -4.689772e-02  
Education_College graduate                          5.277121e-02 -4.689772e-02  
Income_Less than $10,000                            1.849563e-01 -4.303260e-02  
Income_$10,000-$14,999                              1.849563e-01 -4.303260e-02  
Income_$15,000-$19,999                              1.849563e-01 -4.303260e-02  
Income_$20,000-$24,999                              1.849563e-01 -4.303260e-02  
Income_$25,000-$34,999                              1.849563e-01 -4.303260e-02  
Income_$35,000-$49,999                              1.849563e-01 -4.303260e-02  
Income_$50,000-$74,999                              1.849563e-01 -4.303260e-02  
Income_$75,000 or more                              1.849563e-01 -4.303260e-02  
Sex_Female                                          2.704177e-01 -2.570133e-01  
Sex_Male                                           -0.000000e+00 -0.000000e+00  
Age_18-29                                          -0.000000e+00 -0.000000e+00  
Age_30-49                                           2.704177e-01 -2.570133e-01  
Age_50-64                                          -0.000000e+00 -0.000000e+00  
Age_65+                                            -0.000000e+00 -0.000000e+00  

[58 rows x 58 columns]

PCA Results for Subset_16:
        PC1       PC2       PC3       PC4       PC5       PC6       PC7  \
0  0.269368 -0.023848 -0.885981  0.814627  0.519855  0.195885  0.002487   
1  0.549076 -0.412368 -0.862120  0.790367  0.080693 -0.642827 -0.804170   
2 -1.020327  0.626446 -0.335922  0.402807 -0.624451 -0.480831  0.073692   
3  0.490596 -0.127113  0.964759  0.022986 -0.089487 -0.364383 -0.212571   
4 -0.681955 -0.894496  0.302050 -0.483621 -0.834433  0.686077 -0.264273   

        PC8       PC9      PC10  ...  PC49  PC50  PC51  PC52          PC53  \
0  0.234535  0.990474 -0.560987  ...   0.0   0.0   0.0   0.0 -1.110223e-16   
1 -0.285430  0.013580 -0.074963  ...   0.0   0.0   0.0   0.0 -2.220446e-16   
2 -0.043301 -0.781242 -0.484535  ...   0.0   0.0   0.0   0.0  1.110223e-16   
3  0.269703  0.295479  0.466784  ...   0.0   0.0   0.0   0.0 -5.551115e-17   
4 -0.231193  0.071594  0.441417  ...   0.0   0.0   0.0   0.0  2.220446e-16   

           PC54          PC55          PC56          PC57          PC58  
0  1.665335e-16 -1.665335e-16  2.775558e-17  0.000000e+00  2.220446e-16  
1  1.665335e-16  1.387779e-16  8.326673e-17 -2.220446e-16  3.330669e-16  
2  1.665335e-16 -1.137979e-15 -1.942890e-16 -2.220446e-16  3.330669e-16  
3  1.665335e-16  2.775558e-17  1.942890e-16  0.000000e+00  3.330669e-16  
4 -4.996004e-16  1.942890e-16  3.053113e-16 -4.440892e-16  5.551115e-16  

[5 rows x 58 columns]
No description has been provided for this image
For Subset_16, retain 22 components to explain 90% of the variance.


Explained Variance for Subset_17:
[1.25228414e-01 8.90864934e-02 7.77326629e-02 6.34336257e-02
 5.83307013e-02 5.63254406e-02 5.34207900e-02 5.18314180e-02
 4.68820536e-02 4.37649032e-02 3.34697557e-02 3.18714797e-02
 3.06386035e-02 2.84133260e-02 2.40359096e-02 1.90028197e-02
 1.54164801e-02 1.40809895e-02 1.37393907e-02 1.28827087e-02
 1.20595090e-02 1.12856011e-02 1.10198311e-02 9.07282073e-03
 8.30545487e-03 7.80144424e-03 6.66515091e-03 6.43325644e-03
 5.82642011e-03 4.98663231e-03 4.23071523e-03 4.10169726e-03
 3.91928149e-03 3.13113145e-03 2.98345321e-03 2.76067511e-03
 1.84030722e-03 1.60253864e-03 1.18041310e-03 1.00783461e-03
 1.97865996e-04 3.09955906e-17 1.64686119e-17 9.07911151e-18
 6.19053178e-18 3.01602997e-18 5.28870055e-34 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00]

Cumulative Variance for Subset_17:
[0.12522841 0.21431491 0.29204757 0.3554812  0.4138119  0.47013734
 0.52355813 0.57538955 0.6222716  0.6660365  0.69950626 0.73137774
 0.76201634 0.79042967 0.81446558 0.8334684  0.84888488 0.86296587
 0.87670526 0.88958797 0.90164747 0.91293308 0.92395291 0.93302573
 0.94133118 0.94913263 0.95579778 0.96223103 0.96805745 0.97304409
 0.9772748  0.9813765  0.98529578 0.98842691 0.99141037 0.99417104
 0.99601135 0.99761389 0.9987943  0.99980213 1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.        ]

Loadings for Subset_17:
                                                             PC1  \
HighBP                                             -1.270316e-01   
HighChol                                           -9.024503e-02   
CholCheck                                           1.752764e-02   
Smoker                                             -2.751563e-01   
Stroke                                             -1.226398e-02   
HeartDiseaseorAttack                               -2.637447e-02   
PhysActivity                                        1.643897e-01   
Fruits                                              1.536754e-01   
Veggies                                             1.105273e-01   
HvyAlcoholConsump                                  -2.762583e-02   
AnyHealthcare                                       8.809353e-02   
NoDocbcCost                                        -1.006894e-01   
DiffWalk                                           -7.430633e-02   
BMI_Underweight                                     2.646978e-23   
BMI_Healthy weight                                 -1.654361e-24   
BMI_Overweight                                      6.754055e-18   
BMI_Class 1 Obesity                                 2.584939e-26   
BMI_Class 2 Obesity                                 6.462349e-27   
BMI_Class 3 Obesity                                 4.038968e-28   
GenHlth_Excellent                                   1.627926e-01   
GenHlth_Very good                                   1.731032e-01   
GenHlth_Good                                       -2.212422e-01   
GenHlth_Fair                                       -8.825737e-02   
GenHlth_Poor                                       -2.639617e-02   
MentHlth_0                                          1.801817e-01   
MentHlth_1-5                                       -5.772273e-02   
MentHlth_6-10                                      -2.303376e-02   
MentHlth_11-15                                     -2.812014e-02   
MentHlth_16-20                                     -1.274062e-02   
MentHlth_21-25                                     -4.751801e-03   
MentHlth_26-30                                     -5.381262e-02   
PhysHlth_0                                          1.786625e-01   
PhysHlth_1-5                                       -6.356893e-02   
PhysHlth_6-10                                      -2.394391e-02   
PhysHlth_11-15                                     -1.842503e-02   
PhysHlth_16-20                                     -8.771175e-03   
PhysHlth_21-25                                     -6.116442e-03   
PhysHlth_26-30                                     -5.783701e-02   
Education_Never attended school or only kinderg... -1.093212e-03   
Education_Elementary                               -1.389378e-02   
Education_Some high school                         -3.842257e-02   
Education_High school graduate                     -2.427241e-01   
Education_Some college or technical school         -2.140465e-01   
Education_College graduate                          5.101801e-01   
Income_Less than $10,000                           -3.094167e-02   
Income_$10,000-$14,999                             -2.675523e-02   
Income_$15,000-$19,999                             -4.133293e-02   
Income_$20,000-$24,999                             -6.095680e-02   
Income_$25,000-$34,999                             -6.688418e-02   
Income_$35,000-$49,999                             -1.066129e-01   
Income_$50,000-$74,999                             -1.266465e-01   
Income_$75,000 or more                              4.601302e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            6.754055e-18   
Age_18-29                                           0.000000e+00   
Age_30-49                                           6.754055e-18   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC2  \
HighBP                                             -1.322177e-01   
HighChol                                           -1.823896e-01   
CholCheck                                          -1.200995e-02   
Smoker                                              2.144528e-03   
Stroke                                             -5.385933e-03   
HeartDiseaseorAttack                               -9.909850e-03   
PhysActivity                                       -2.499090e-02   
Fruits                                              6.486901e-02   
Veggies                                            -1.515312e-02   
HvyAlcoholConsump                                  -2.195087e-03   
AnyHealthcare                                      -3.220178e-02   
NoDocbcCost                                        -3.551043e-02   
DiffWalk                                           -3.870396e-02   
BMI_Underweight                                     1.355253e-20   
BMI_Healthy weight                                  3.388132e-21   
BMI_Overweight                                      9.487936e-17   
BMI_Class 1 Obesity                                 2.117582e-22   
BMI_Class 2 Obesity                                -0.000000e+00   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                   3.209565e-01   
GenHlth_Very good                                  -2.838732e-01   
GenHlth_Good                                        1.612560e-02   
GenHlth_Fair                                       -3.984415e-02   
GenHlth_Poor                                       -1.336473e-02   
MentHlth_0                                          4.499804e-01   
MentHlth_1-5                                       -3.256104e-01   
MentHlth_6-10                                      -4.700772e-02   
MentHlth_11-15                                     -2.618140e-02   
MentHlth_16-20                                     -1.145439e-02   
MentHlth_21-25                                     -3.918073e-03   
MentHlth_26-30                                     -3.580841e-02   
PhysHlth_0                                          4.419657e-01   
PhysHlth_1-5                                       -3.605709e-01   
PhysHlth_6-10                                      -2.894412e-02   
PhysHlth_11-15                                     -1.430682e-02   
PhysHlth_16-20                                     -5.338163e-03   
PhysHlth_21-25                                     -3.478131e-03   
PhysHlth_26-30                                     -2.932757e-02   
Education_Never attended school or only kinderg...  8.274199e-05   
Education_Elementary                                3.412895e-03   
Education_Some high school                          7.131585e-03   
Education_High school graduate                      1.166326e-01   
Education_Some college or technical school          1.296835e-01   
Education_College graduate                         -2.569434e-01   
Income_Less than $10,000                           -5.543129e-03   
Income_$10,000-$14,999                             -2.518671e-03   
Income_$15,000-$19,999                              1.518559e-04   
Income_$20,000-$24,999                              8.834835e-03   
Income_$25,000-$34,999                              1.914092e-02   
Income_$35,000-$49,999                              4.668483e-02   
Income_$50,000-$74,999                              4.718928e-02   
Income_$75,000 or more                             -1.139399e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                            9.487966e-17   
Age_18-29                                          -0.000000e+00   
Age_30-49                                           9.487966e-17   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC3  \
HighBP                                             -5.324805e-02   
HighChol                                           -6.721267e-02   
CholCheck                                          -3.893777e-03   
Smoker                                              1.198377e-01   
Stroke                                             -5.513838e-03   
HeartDiseaseorAttack                               -1.076534e-02   
PhysActivity                                       -4.765374e-03   
Fruits                                             -6.231442e-02   
Veggies                                            -3.972196e-02   
HvyAlcoholConsump                                   8.339118e-03   
AnyHealthcare                                       1.101123e-02   
NoDocbcCost                                        -3.665742e-02   
DiffWalk                                           -3.238010e-02   
BMI_Underweight                                    -8.673617e-19   
BMI_Healthy weight                                 -2.168404e-19   
BMI_Overweight                                      4.270239e-18   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                 6.776264e-21   
BMI_Class 3 Obesity                                -1.694066e-21   
GenHlth_Excellent                                  -3.569572e-01   
GenHlth_Very good                                   7.477083e-01   
GenHlth_Good                                       -3.402105e-01   
GenHlth_Fair                                       -3.907743e-02   
GenHlth_Poor                                       -1.146313e-02   
MentHlth_0                                          1.227285e-01   
MentHlth_1-5                                       -6.091420e-02   
MentHlth_6-10                                      -1.341586e-02   
MentHlth_11-15                                     -1.171759e-02   
MentHlth_16-20                                     -9.259122e-03   
MentHlth_21-25                                     -3.088838e-03   
MentHlth_26-30                                     -2.433287e-02   
PhysHlth_0                                          2.025026e-01   
PhysHlth_1-5                                       -1.363713e-01   
PhysHlth_6-10                                      -1.636790e-02   
PhysHlth_11-15                                     -1.160704e-02   
PhysHlth_16-20                                     -3.531942e-03   
PhysHlth_21-25                                     -3.146241e-03   
PhysHlth_26-30                                     -3.147817e-02   
Education_Never attended school or only kinderg... -8.206692e-04   
Education_Elementary                               -6.315979e-03   
Education_Some high school                         -1.134616e-02   
Education_High school graduate                      7.521072e-02   
Education_Some college or technical school          1.548082e-01   
Education_College graduate                         -2.115361e-01   
Income_Less than $10,000                           -9.813809e-03   
Income_$10,000-$14,999                             -7.178062e-03   
Income_$15,000-$19,999                             -1.076126e-02   
Income_$20,000-$24,999                             -1.220296e-02   
Income_$25,000-$34,999                              2.450682e-03   
Income_$35,000-$49,999                              1.963738e-02   
Income_$50,000-$74,999                              7.918199e-02   
Income_$75,000 or more                             -6.131395e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                            4.299060e-18   
Age_18-29                                           0.000000e+00   
Age_30-49                                           4.299060e-18   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC4  \
HighBP                                             -1.490758e-01   
HighChol                                           -2.417092e-01   
CholCheck                                          -1.736532e-02   
Smoker                                              1.587199e-02   
Stroke                                             -3.979785e-03   
HeartDiseaseorAttack                               -8.584346e-03   
PhysActivity                                        1.741433e-01   
Fruits                                              6.577545e-01   
Veggies                                             3.010626e-01   
HvyAlcoholConsump                                  -1.025535e-02   
AnyHealthcare                                      -1.716036e-02   
NoDocbcCost                                         2.321949e-02   
DiffWalk                                           -1.256841e-02   
BMI_Underweight                                     6.938894e-18   
BMI_Healthy weight                                 -3.469447e-18   
BMI_Overweight                                     -8.385021e-17   
BMI_Class 1 Obesity                                 8.673617e-19   
BMI_Class 2 Obesity                                -0.000000e+00   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                   1.776900e-01   
GenHlth_Very good                                   1.478490e-02   
GenHlth_Good                                       -1.737052e-01   
GenHlth_Fair                                       -1.752913e-02   
GenHlth_Poor                                       -1.240584e-03   
MentHlth_0                                         -3.087508e-01   
MentHlth_1-5                                        2.642079e-01   
MentHlth_6-10                                       1.742822e-02   
MentHlth_11-15                                      1.366027e-02   
MentHlth_16-20                                      3.824306e-03   
MentHlth_21-25                                      2.245848e-03   
MentHlth_26-30                                      7.384195e-03   
PhysHlth_0                                          4.092947e-03   
PhysHlth_1-5                                        6.103138e-03   
PhysHlth_6-10                                      -4.335089e-03   
PhysHlth_11-15                                     -8.384656e-04   
PhysHlth_16-20                                      4.877810e-04   
PhysHlth_21-25                                      4.176401e-04   
PhysHlth_26-30                                     -5.927951e-03   
Education_Never attended school or only kinderg...  1.508743e-05   
Education_Elementary                               -3.173723e-03   
Education_Some high school                         -7.292650e-03   
Education_High school graduate                     -9.636360e-02   
Education_Some college or technical school          2.157440e-01   
Education_College graduate                         -1.089291e-01   
Income_Less than $10,000                           -6.899193e-03   
Income_$10,000-$14,999                             -3.918493e-03   
Income_$15,000-$19,999                             -3.072455e-03   
Income_$20,000-$24,999                              5.502990e-03   
Income_$25,000-$34,999                              8.996671e-03   
Income_$35,000-$49,999                              4.641045e-02   
Income_$50,000-$74,999                              1.563837e-01   
Income_$75,000 or more                             -2.034036e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -8.060504e-17   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -8.060504e-17   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC5  \
HighBP                                              5.229616e-02   
HighChol                                            5.115203e-02   
CholCheck                                           1.488712e-02   
Smoker                                              2.711315e-01   
Stroke                                              2.245689e-03   
HeartDiseaseorAttack                                4.953151e-03   
PhysActivity                                        2.305305e-02   
Fruits                                              2.233313e-01   
Veggies                                             1.321478e-01   
HvyAlcoholConsump                                   1.689523e-02   
AnyHealthcare                                       3.871534e-02   
NoDocbcCost                                        -2.807245e-02   
DiffWalk                                            1.331885e-02   
BMI_Underweight                                     5.551115e-17   
BMI_Healthy weight                                 -0.000000e+00   
BMI_Overweight                                     -3.412040e-17   
BMI_Class 1 Obesity                                 2.775558e-17   
BMI_Class 2 Obesity                                -0.000000e+00   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                  -2.357745e-02   
GenHlth_Very good                                  -1.919692e-02   
GenHlth_Good                                        3.486297e-02   
GenHlth_Fair                                        4.220383e-04   
GenHlth_Poor                                        7.489353e-03   
MentHlth_0                                          2.536673e-01   
MentHlth_1-5                                       -2.171144e-01   
MentHlth_6-10                                      -1.554096e-02   
MentHlth_11-15                                     -5.137800e-03   
MentHlth_16-20                                     -4.879417e-03   
MentHlth_21-25                                     -1.176841e-03   
MentHlth_26-30                                     -9.817921e-03   
PhysHlth_0                                         -2.997256e-01   
PhysHlth_1-5                                        2.484980e-01   
PhysHlth_6-10                                       1.568481e-02   
PhysHlth_11-15                                      9.754849e-03   
PhysHlth_16-20                                      1.124007e-03   
PhysHlth_21-25                                      2.207458e-03   
PhysHlth_26-30                                      2.245652e-02   
Education_Never attended school or only kinderg... -2.076236e-04   
Education_Elementary                               -2.186839e-03   
Education_Some high school                         -3.000794e-03   
Education_High school graduate                     -8.590024e-02   
Education_Some college or technical school          3.888632e-01   
Education_College graduate                         -2.975677e-01   
Income_Less than $10,000                           -1.066150e-02   
Income_$10,000-$14,999                             -2.890457e-03   
Income_$15,000-$19,999                             -6.253733e-03   
Income_$20,000-$24,999                             -1.700904e-02   
Income_$25,000-$34,999                             -2.811644e-02   
Income_$35,000-$49,999                             -7.327306e-02   
Income_$50,000-$74,999                             -3.311730e-01   
Income_$75,000 or more                              4.693772e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -6.691222e-17   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -6.691222e-17   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC6  \
HighBP                                             -5.252174e-02   
HighChol                                           -1.223126e-01   
CholCheck                                           4.961360e-03   
Smoker                                             -1.926637e-01   
Stroke                                             -8.581044e-04   
HeartDiseaseorAttack                                3.821248e-03   
PhysActivity                                       -1.425935e-02   
Fruits                                              2.091396e-01   
Veggies                                             6.761411e-02   
HvyAlcoholConsump                                  -3.957388e-02   
AnyHealthcare                                      -3.638860e-02   
NoDocbcCost                                         2.151022e-02   
DiffWalk                                            1.475515e-02   
BMI_Underweight                                    -0.000000e+00   
BMI_Healthy weight                                  3.469447e-17   
BMI_Overweight                                     -2.937002e-16   
BMI_Class 1 Obesity                                 1.665335e-16   
BMI_Class 2 Obesity                                -1.110223e-16   
BMI_Class 3 Obesity                                -1.110223e-16   
GenHlth_Excellent                                  -6.172390e-02   
GenHlth_Very good                                   8.426320e-02   
GenHlth_Good                                       -5.714180e-02   
GenHlth_Fair                                        2.599752e-02   
GenHlth_Poor                                        8.604991e-03   
MentHlth_0                                          4.188970e-01   
MentHlth_1-5                                       -3.683869e-01   
MentHlth_6-10                                      -2.243124e-02   
MentHlth_11-15                                     -7.179482e-03   
MentHlth_16-20                                     -3.029892e-03   
MentHlth_21-25                                     -1.600815e-03   
MentHlth_26-30                                     -1.626872e-02   
PhysHlth_0                                         -4.147223e-01   
PhysHlth_1-5                                        3.497155e-01   
PhysHlth_6-10                                       2.330246e-02   
PhysHlth_11-15                                      8.347615e-03   
PhysHlth_16-20                                      3.463799e-03   
PhysHlth_21-25                                      2.922923e-03   
PhysHlth_26-30                                      2.696996e-02   
Education_Never attended school or only kinderg...  6.043897e-04   
Education_Elementary                                7.855336e-03   
Education_Some high school                          9.640467e-03   
Education_High school graduate                      1.011377e-01   
Education_Some college or technical school         -2.419394e-01   
Education_College graduate                          1.227015e-01   
Income_Less than $10,000                            8.873685e-03   
Income_$10,000-$14,999                              4.464222e-03   
Income_$15,000-$19,999                              6.795433e-03   
Income_$20,000-$24,999                              1.779506e-02   
Income_$25,000-$34,999                              2.434321e-02   
Income_$35,000-$49,999                              8.176852e-02   
Income_$50,000-$74,999                              2.181115e-01   
Income_$75,000 or more                             -3.621517e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -1.401298e-16   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -1.401298e-16   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC7  \
HighBP                                              2.696349e-01   
HighChol                                            3.318514e-01   
CholCheck                                           2.664153e-02   
Smoker                                              2.696021e-01   
Stroke                                              6.594370e-03   
HeartDiseaseorAttack                                2.131490e-02   
PhysActivity                                        1.901175e-02   
Fruits                                              4.850177e-01   
Veggies                                             1.875476e-01   
HvyAlcoholConsump                                   2.420009e-02   
AnyHealthcare                                      -1.461689e-02   
NoDocbcCost                                         2.005219e-02   
DiffWalk                                            1.433065e-02   
BMI_Underweight                                    -2.775558e-17   
BMI_Healthy weight                                  5.551115e-17   
BMI_Overweight                                      1.655544e-16   
BMI_Class 1 Obesity                                -4.163336e-17   
BMI_Class 2 Obesity                                 6.613633e-18   
BMI_Class 3 Obesity                                 1.387779e-17   
GenHlth_Excellent                                  -3.133176e-01   
GenHlth_Very good                                   1.694694e-02   
GenHlth_Good                                        2.885198e-01   
GenHlth_Fair                                        4.284320e-03   
GenHlth_Poor                                        3.566510e-03   
MentHlth_0                                          6.072866e-02   
MentHlth_1-5                                       -6.556092e-02   
MentHlth_6-10                                      -1.716501e-03   
MentHlth_11-15                                     -7.505705e-04   
MentHlth_16-20                                      9.006582e-04   
MentHlth_21-25                                     -1.134263e-03   
MentHlth_26-30                                      7.532940e-03   
PhysHlth_0                                          2.180842e-01   
PhysHlth_1-5                                       -2.159969e-01   
PhysHlth_6-10                                      -9.764671e-03   
PhysHlth_11-15                                      5.657942e-03   
PhysHlth_16-20                                     -9.187761e-04   
PhysHlth_21-25                                      1.117017e-03   
PhysHlth_26-30                                      1.821132e-03   
Education_Never attended school or only kinderg...  7.822351e-04   
Education_Elementary                                2.575045e-03   
Education_Some high school                          1.129056e-02   
Education_High school graduate                      2.194728e-01   
Education_Some college or technical school         -3.488980e-01   
Education_College graduate                          1.147773e-01   
Income_Less than $10,000                            3.943640e-03   
Income_$10,000-$14,999                              5.126639e-03   
Income_$15,000-$19,999                              9.740102e-03   
Income_$20,000-$24,999                              1.641892e-02   
Income_$25,000-$34,999                              1.686249e-02   
Income_$35,000-$49,999                             -1.221677e-02   
Income_$50,000-$74,999                             -5.254320e-02   
Income_$75,000 or more                              1.266818e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                            1.937261e-16   
Age_18-29                                          -0.000000e+00   
Age_30-49                                           1.937261e-16   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC8  \
HighBP                                             -1.187518e-01   
HighChol                                           -2.351262e-01   
CholCheck                                          -3.073189e-02   
Smoker                                              5.806582e-01   
Stroke                                             -3.681644e-04   
HeartDiseaseorAttack                                5.776702e-03   
PhysActivity                                       -3.154570e-02   
Fruits                                             -7.769533e-02   
Veggies                                            -3.289444e-02   
HvyAlcoholConsump                                   4.572610e-02   
AnyHealthcare                                      -3.194159e-02   
NoDocbcCost                                         1.434723e-02   
DiffWalk                                            2.005341e-02   
BMI_Underweight                                    -2.775558e-17   
BMI_Healthy weight                                  8.326673e-17   
BMI_Overweight                                     -1.832348e-16   
BMI_Class 1 Obesity                                -5.551115e-17   
BMI_Class 2 Obesity                                -2.775558e-17   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                   3.035688e-01   
GenHlth_Very good                                  -1.145999e-02   
GenHlth_Good                                       -3.601128e-01   
GenHlth_Fair                                        5.434047e-02   
GenHlth_Poor                                        1.366347e-02   
MentHlth_0                                         -7.568831e-02   
MentHlth_1-5                                        4.142122e-02   
MentHlth_6-10                                      -4.088071e-03   
MentHlth_11-15                                      6.309932e-03   
MentHlth_16-20                                      1.784585e-03   
MentHlth_21-25                                      3.002736e-03   
MentHlth_26-30                                      2.725791e-02   
PhysHlth_0                                         -9.579897e-02   
PhysHlth_1-5                                        6.167312e-02   
PhysHlth_6-10                                       4.102989e-03   
PhysHlth_11-15                                     -2.808545e-04   
PhysHlth_16-20                                      2.284401e-03   
PhysHlth_21-25                                      1.328284e-03   
PhysHlth_26-30                                      2.669102e-02   
Education_Never attended school or only kinderg... -6.828023e-04   
Education_Elementary                               -8.471122e-04   
Education_Some high school                          1.547563e-02   
Education_High school graduate                      3.689591e-01   
Education_Some college or technical school         -4.113897e-01   
Education_College graduate                          2.848494e-02   
Income_Less than $10,000                            1.519138e-02   
Income_$10,000-$14,999                              8.418037e-03   
Income_$15,000-$19,999                              9.362684e-03   
Income_$20,000-$24,999                              1.101020e-02   
Income_$25,000-$34,999                              5.668092e-03   
Income_$35,000-$49,999                             -6.710132e-03   
Income_$50,000-$74,999                             -1.346630e-01   
Income_$75,000 or more                              9.172271e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -1.491447e-16   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -1.491447e-16   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC9  \
HighBP                                              3.688489e-01   
HighChol                                            6.028396e-01   
CholCheck                                           4.067245e-02   
Smoker                                             -1.645153e-01   
Stroke                                              1.778752e-02   
HeartDiseaseorAttack                                3.544773e-02   
PhysActivity                                       -4.070252e-02   
Fruits                                              5.512227e-02   
Veggies                                            -2.365316e-03   
HvyAlcoholConsump                                  -1.835174e-02   
AnyHealthcare                                       1.666432e-02   
NoDocbcCost                                         2.687467e-02   
DiffWalk                                            6.665059e-02   
BMI_Underweight                                    -0.000000e+00   
BMI_Healthy weight                                 -0.000000e+00   
BMI_Overweight                                     -3.027738e-17   
BMI_Class 1 Obesity                                -2.081668e-17   
BMI_Class 2 Obesity                                -2.775558e-17   
BMI_Class 3 Obesity                                 6.938894e-18   
GenHlth_Excellent                                   3.628614e-01   
GenHlth_Very good                                   8.315456e-03   
GenHlth_Good                                       -5.315840e-01   
GenHlth_Fair                                        1.257334e-01   
GenHlth_Poor                                        3.467369e-02   
MentHlth_0                                          5.006939e-04   
MentHlth_1-5                                       -5.969902e-02   
MentHlth_6-10                                       8.435523e-03   
MentHlth_11-15                                      7.137132e-03   
MentHlth_16-20                                      8.518932e-03   
MentHlth_21-25                                      3.297254e-03   
MentHlth_26-30                                      3.180948e-02   
PhysHlth_0                                         -2.932921e-02   
PhysHlth_1-5                                       -4.158824e-02   
PhysHlth_6-10                                      -2.990975e-04   
PhysHlth_11-15                                      7.724662e-03   
PhysHlth_16-20                                      2.676700e-03   
PhysHlth_21-25                                      4.501510e-03   
PhysHlth_26-30                                      5.631368e-02   
Education_Never attended school or only kinderg... -2.451378e-04   
Education_Elementary                                4.605739e-03   
Education_Some high school                         -1.696335e-04   
Education_High school graduate                      2.650501e-02   
Education_Some college or technical school          5.207755e-02   
Education_College graduate                         -8.277352e-02   
Income_Less than $10,000                            1.944201e-02   
Income_$10,000-$14,999                              1.658896e-02   
Income_$15,000-$19,999                              6.243200e-03   
Income_$20,000-$24,999                              7.948615e-03   
Income_$25,000-$34,999                             -6.378087e-03   
Income_$35,000-$49,999                              5.916526e-03   
Income_$50,000-$74,999                              2.730264e-02   
Income_$75,000 or more                             -7.706386e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                            5.796324e-18   
Age_18-29                                          -0.000000e+00   
Age_30-49                                           5.796324e-18   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC10  ...  PC49  \
HighBP                                              5.608115e-02  ...   0.0   
HighChol                                            1.047256e-01  ...   0.0   
CholCheck                                           6.072963e-03  ...   0.0   
Smoker                                              5.831854e-01  ...   0.0   
Stroke                                              2.664345e-03  ...   0.0   
HeartDiseaseorAttack                                3.798449e-03  ...   0.0   
PhysActivity                                        5.207972e-02  ...   0.0   
Fruits                                             -1.415146e-01  ...   0.0   
Veggies                                             7.747483e-02  ...   0.0   
HvyAlcoholConsump                                   4.995975e-02  ...   0.0   
AnyHealthcare                                       4.682274e-02  ...   0.0   
NoDocbcCost                                        -1.165497e-02  ...   0.0   
DiffWalk                                            9.572310e-03  ...   0.0   
BMI_Underweight                                    -1.110223e-16  ...   0.0   
BMI_Healthy weight                                  1.665335e-16  ...   0.0   
BMI_Overweight                                      2.685970e-16  ...   0.0   
BMI_Class 1 Obesity                                 0.000000e+00  ...   0.0   
BMI_Class 2 Obesity                                 0.000000e+00  ...   0.0   
BMI_Class 3 Obesity                                 0.000000e+00  ...   0.0   
GenHlth_Excellent                                   5.331213e-02  ...   0.0   
GenHlth_Very good                                  -3.772414e-02  ...   0.0   
GenHlth_Good                                       -1.272323e-02  ...   0.0   
GenHlth_Fair                                       -1.084529e-02  ...   0.0   
GenHlth_Poor                                        7.980535e-03  ...   0.0   
MentHlth_0                                          1.160968e-01  ...   0.0   
MentHlth_1-5                                       -1.086021e-01  ...   0.0   
MentHlth_6-10                                      -9.253963e-03  ...   0.0   
MentHlth_11-15                                     -2.841562e-03  ...   0.0   
MentHlth_16-20                                      4.116330e-04  ...   0.0   
MentHlth_21-25                                      1.341968e-03  ...   0.0   
MentHlth_26-30                                      2.847247e-03  ...   0.0   
PhysHlth_0                                          2.112415e-02  ...   0.0   
PhysHlth_1-5                                       -1.816138e-02  ...   0.0   
PhysHlth_6-10                                      -6.434473e-03  ...   0.0   
PhysHlth_11-15                                     -2.844941e-03  ...   0.0   
PhysHlth_16-20                                     -6.076049e-04  ...   0.0   
PhysHlth_21-25                                      9.240530e-04  ...   0.0   
PhysHlth_26-30                                      6.000198e-03  ...   0.0   
Education_Never attended school or only kinderg... -4.161105e-04  ...   0.0   
Education_Elementary                               -2.921679e-03  ...   0.0   
Education_Some high school                          1.854196e-02  ...   0.0   
Education_High school graduate                     -5.379807e-01  ...   0.0   
Education_Some college or technical school          1.708117e-01  ...   0.0   
Education_College graduate                          3.519648e-01  ...   0.0   
Income_Less than $10,000                           -1.085882e-02  ...   0.0   
Income_$10,000-$14,999                             -4.890609e-03  ...   0.0   
Income_$15,000-$19,999                             -1.041655e-02  ...   0.0   
Income_$20,000-$24,999                             -2.115956e-02  ...   0.0   
Income_$25,000-$34,999                             -2.715057e-02  ...   0.0   
Income_$35,000-$49,999                             -1.024082e-02  ...   0.0   
Income_$50,000-$74,999                              3.004853e-01  ...   0.0   
Income_$75,000 or more                             -2.157684e-01  ...   0.0   
Sex_Female                                          0.000000e+00  ...   0.0   
Sex_Male                                            4.042818e-17  ...   0.0   
Age_18-29                                           0.000000e+00  ...   0.0   
Age_30-49                                           4.042818e-17  ...   0.0   
Age_50-64                                           0.000000e+00  ...   1.0   
Age_65+                                             0.000000e+00  ...   0.0   

                                                    PC50          PC51  \
HighBP                                              -0.0 -0.000000e+00   
HighChol                                            -0.0 -6.200259e-26   
CholCheck                                           -0.0  4.412441e-25   
Smoker                                              -0.0  1.357064e-25   
Stroke                                              -0.0  2.958534e-24   
HeartDiseaseorAttack                                -0.0 -2.091993e-24   
PhysActivity                                        -0.0  7.525817e-25   
Fruits                                              -0.0 -2.653652e-25   
Veggies                                             -0.0  1.416316e-25   
HvyAlcoholConsump                                   -0.0  1.956445e-25   
AnyHealthcare                                       -0.0 -3.412023e-25   
NoDocbcCost                                         -0.0 -2.580352e-25   
DiffWalk                                            -0.0 -7.114371e-25   
BMI_Underweight                                     -0.0 -1.208244e-09   
BMI_Healthy weight                                  -0.0  5.491805e-10   
BMI_Overweight                                      -0.0 -6.884887e-10   
BMI_Class 1 Obesity                                 -0.0 -8.071777e-10   
BMI_Class 2 Obesity                                 -0.0 -1.052235e-09   
BMI_Class 3 Obesity                                 -0.0  1.012382e-09   
GenHlth_Excellent                                   -0.0  4.079130e-10   
GenHlth_Very good                                   -0.0  4.079130e-10   
GenHlth_Good                                        -0.0  4.079130e-10   
GenHlth_Fair                                        -0.0  4.079130e-10   
GenHlth_Poor                                        -0.0  4.079130e-10   
MentHlth_0                                          -0.0 -2.427193e-10   
MentHlth_1-5                                        -0.0 -2.427193e-10   
MentHlth_6-10                                       -0.0 -2.427193e-10   
MentHlth_11-15                                      -0.0 -2.427193e-10   
MentHlth_16-20                                      -0.0 -2.427193e-10   
MentHlth_21-25                                      -0.0 -2.427193e-10   
MentHlth_26-30                                      -0.0 -2.427193e-10   
PhysHlth_0                                          -0.0 -4.441270e-10   
PhysHlth_1-5                                        -0.0 -4.441270e-10   
PhysHlth_6-10                                       -0.0 -4.441270e-10   
PhysHlth_11-15                                      -0.0 -4.441270e-10   
PhysHlth_16-20                                      -0.0 -4.441270e-10   
PhysHlth_21-25                                      -0.0 -4.441270e-10   
PhysHlth_26-30                                      -0.0 -4.441270e-10   
Education_Never attended school or only kinderg...  -0.0  4.667722e-10   
Education_Elementary                                -0.0  4.667722e-10   
Education_Some high school                          -0.0  4.667722e-10   
Education_High school graduate                      -0.0  4.667722e-10   
Education_Some college or technical school          -0.0  4.667722e-10   
Education_College graduate                          -0.0  4.667722e-10   
Income_Less than $10,000                            -0.0 -6.922733e-10   
Income_$10,000-$14,999                              -0.0 -6.922733e-10   
Income_$15,000-$19,999                              -0.0 -6.922733e-10   
Income_$20,000-$24,999                              -0.0 -6.922733e-10   
Income_$25,000-$34,999                              -0.0 -6.922733e-10   
Income_$35,000-$49,999                              -0.0 -6.922733e-10   
Income_$50,000-$74,999                              -0.0 -6.922733e-10   
Income_$75,000 or more                              -0.0 -6.922733e-10   
Sex_Female                                          -0.0 -8.618348e-09   
Sex_Male                                            -0.0 -7.071068e-01   
Age_18-29                                            1.0 -0.000000e+00   
Age_30-49                                           -0.0  7.071068e-01   
Age_50-64                                           -0.0 -0.000000e+00   
Age_65+                                             -0.0 -0.000000e+00   

                                                            PC52  \
HighBP                                             -0.000000e+00   
HighChol                                            2.773949e-17   
CholCheck                                          -5.354191e-17   
Smoker                                              1.706262e-17   
Stroke                                              3.699822e-16   
HeartDiseaseorAttack                               -6.202881e-16   
PhysActivity                                        2.233379e-16   
Fruits                                              6.161323e-19   
Veggies                                             4.436223e-18   
HvyAlcoholConsump                                   1.505293e-17   
AnyHealthcare                                       1.388153e-16   
NoDocbcCost                                        -3.989666e-17   
DiffWalk                                           -1.785590e-16   
BMI_Underweight                                    -2.603556e-01   
BMI_Healthy weight                                  3.382699e-02   
BMI_Overweight                                     -8.611891e-02   
BMI_Class 1 Obesity                                 2.378667e-02   
BMI_Class 2 Obesity                                -3.220477e-01   
BMI_Class 3 Obesity                                 4.000888e-01   
GenHlth_Excellent                                   2.166959e-01   
GenHlth_Very good                                   2.166959e-01   
GenHlth_Good                                        2.166959e-01   
GenHlth_Fair                                        2.166959e-01   
GenHlth_Poor                                        2.166959e-01   
MentHlth_0                                          1.937727e-02   
MentHlth_1-5                                        1.937727e-02   
MentHlth_6-10                                       1.937727e-02   
MentHlth_11-15                                      1.937727e-02   
MentHlth_16-20                                      1.937727e-02   
MentHlth_21-25                                      1.937727e-02   
MentHlth_26-30                                      1.937727e-02   
PhysHlth_0                                         -1.251706e-01   
PhysHlth_1-5                                       -1.251706e-01   
PhysHlth_6-10                                      -1.251706e-01   
PhysHlth_11-15                                     -1.251706e-01   
PhysHlth_16-20                                     -1.251706e-01   
PhysHlth_21-25                                     -1.251706e-01   
PhysHlth_26-30                                     -1.251706e-01   
Education_Never attended school or only kinderg...  1.305421e-01   
Education_Elementary                                1.305421e-01   
Education_Some high school                          1.305421e-01   
Education_High school graduate                      1.305421e-01   
Education_Some college or technical school          1.305421e-01   
Education_College graduate                          1.305421e-01   
Income_Less than $10,000                           -1.422812e-01   
Income_$10,000-$14,999                             -1.422812e-01   
Income_$15,000-$19,999                             -1.422812e-01   
Income_$20,000-$24,999                             -1.422812e-01   
Income_$25,000-$34,999                             -1.422812e-01   
Income_$35,000-$49,999                             -1.422812e-01   
Income_$50,000-$74,999                             -1.422812e-01   
Income_$75,000 or more                             -1.422812e-01   
Sex_Female                                         -1.665335e-16   
Sex_Male                                           -1.549456e-01   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -1.549456e-01   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC53  \
HighBP                                             -0.000000e+00   
HighChol                                            5.773281e-17   
CholCheck                                          -3.219170e-16   
Smoker                                             -3.907944e-17   
Stroke                                             -1.155336e-15   
HeartDiseaseorAttack                                1.183650e-16   
PhysActivity                                       -2.177495e-17   
Fruits                                             -5.034799e-19   
Veggies                                            -3.141196e-17   
HvyAlcoholConsump                                  -3.698140e-16   
AnyHealthcare                                       1.139879e-16   
NoDocbcCost                                         5.969069e-17   
DiffWalk                                           -9.590454e-17   
BMI_Underweight                                    -3.420701e-01   
BMI_Healthy weight                                 -4.007672e-01   
BMI_Overweight                                      2.698647e-01   
BMI_Class 1 Obesity                                 4.419219e-01   
BMI_Class 2 Obesity                                 2.256697e-01   
BMI_Class 3 Obesity                                -2.916395e-01   
GenHlth_Excellent                                   7.846792e-02   
GenHlth_Very good                                   7.846792e-02   
GenHlth_Good                                        7.846792e-02   
GenHlth_Fair                                        7.846792e-02   
GenHlth_Poor                                        7.846792e-02   
MentHlth_0                                          7.295409e-02   
MentHlth_1-5                                        7.295409e-02   
MentHlth_6-10                                       7.295409e-02   
MentHlth_11-15                                      7.295409e-02   
MentHlth_16-20                                      7.295409e-02   
MentHlth_21-25                                      7.295409e-02   
MentHlth_26-30                                      7.295409e-02   
PhysHlth_0                                          4.094948e-02   
PhysHlth_1-5                                        4.094948e-02   
PhysHlth_6-10                                       4.094948e-02   
PhysHlth_11-15                                      4.094948e-02   
PhysHlth_16-20                                      4.094948e-02   
PhysHlth_21-25                                      4.094948e-02   
PhysHlth_26-30                                      4.094948e-02   
Education_Never attended school or only kinderg... -4.241658e-02   
Education_Elementary                               -4.241658e-02   
Education_Some high school                         -4.241658e-02   
Education_High school graduate                     -4.241658e-02   
Education_Some college or technical school         -4.241658e-02   
Education_College graduate                         -4.241658e-02   
Income_Less than $10,000                            3.311410e-03   
Income_$10,000-$14,999                              3.311410e-03   
Income_$15,000-$19,999                              3.311410e-03   
Income_$20,000-$24,999                              3.311410e-03   
Income_$25,000-$34,999                              3.311410e-03   
Income_$35,000-$49,999                              3.311410e-03   
Income_$50,000-$74,999                              3.311410e-03   
Income_$75,000 or more                              3.311410e-03   
Sex_Female                                         -1.110223e-16   
Sex_Male                                           -3.373488e-01   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -3.373488e-01   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC54  \
HighBP                                              1.322883e-16   
HighChol                                           -2.215282e-16   
CholCheck                                           5.623508e-16   
Smoker                                              6.362995e-17   
Stroke                                             -1.195620e-15   
HeartDiseaseorAttack                                4.829982e-16   
PhysActivity                                        1.029375e-16   
Fruits                                              7.232936e-17   
Veggies                                            -9.170825e-18   
HvyAlcoholConsump                                   1.828918e-16   
AnyHealthcare                                       3.538154e-16   
NoDocbcCost                                         7.792524e-17   
DiffWalk                                           -7.063740e-17   
BMI_Underweight                                     9.675391e-03   
BMI_Healthy weight                                 -1.400171e-01   
BMI_Overweight                                      1.893732e-01   
BMI_Class 1 Obesity                                 4.621551e-02   
BMI_Class 2 Obesity                                 5.546062e-02   
BMI_Class 3 Obesity                                 5.223347e-02   
GenHlth_Excellent                                  -1.720431e-02   
GenHlth_Very good                                  -1.720431e-02   
GenHlth_Good                                       -1.720431e-02   
GenHlth_Fair                                       -1.720431e-02   
GenHlth_Poor                                       -1.720431e-02   
MentHlth_0                                          1.548368e-01   
MentHlth_1-5                                        1.548368e-01   
MentHlth_6-10                                       1.548368e-01   
MentHlth_11-15                                      1.548368e-01   
MentHlth_16-20                                      1.548368e-01   
MentHlth_21-25                                      1.548368e-01   
MentHlth_26-30                                      1.548368e-01   
PhysHlth_0                                         -2.181259e-01   
PhysHlth_1-5                                       -2.181259e-01   
PhysHlth_6-10                                      -2.181259e-01   
PhysHlth_11-15                                     -2.181259e-01   
PhysHlth_16-20                                     -2.181259e-01   
PhysHlth_21-25                                     -2.181259e-01   
PhysHlth_26-30                                     -2.181259e-01   
Education_Never attended school or only kinderg... -2.067138e-01   
Education_Elementary                               -2.067138e-01   
Education_Some high school                         -2.067138e-01   
Education_High school graduate                     -2.067138e-01   
Education_Some college or technical school         -2.067138e-01   
Education_College graduate                         -2.067138e-01   
Income_Less than $10,000                           -6.291294e-02   
Income_$10,000-$14,999                             -6.291294e-02   
Income_$15,000-$19,999                             -6.291294e-02   
Income_$20,000-$24,999                             -6.291294e-02   
Income_$25,000-$34,999                             -6.291294e-02   
Income_$35,000-$49,999                             -6.291294e-02   
Income_$50,000-$74,999                             -6.291294e-02   
Income_$75,000 or more                             -6.291294e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                            2.702761e-01   
Age_18-29                                           0.000000e+00   
Age_30-49                                           2.702761e-01   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC55  \
HighBP                                              0.000000e+00   
HighChol                                            1.192798e-16   
CholCheck                                           4.535092e-16   
Smoker                                             -1.037821e-16   
Stroke                                             -1.621368e-15   
HeartDiseaseorAttack                                2.548962e-16   
PhysActivity                                       -3.605746e-16   
Fruits                                              3.176810e-17   
Veggies                                            -1.217887e-16   
HvyAlcoholConsump                                   1.127768e-16   
AnyHealthcare                                      -2.688449e-16   
NoDocbcCost                                         2.936342e-17   
DiffWalk                                            1.928156e-16   
BMI_Underweight                                     1.355580e-02   
BMI_Healthy weight                                  9.818510e-02   
BMI_Overweight                                      1.559235e-02   
BMI_Class 1 Obesity                                 2.882811e-01   
BMI_Class 2 Obesity                                -3.018020e-01   
BMI_Class 3 Obesity                                 4.661080e-01   
GenHlth_Excellent                                  -1.312609e-01   
GenHlth_Very good                                  -1.312609e-01   
GenHlth_Good                                       -1.312609e-01   
GenHlth_Fair                                       -1.312609e-01   
GenHlth_Poor                                       -1.312609e-01   
MentHlth_0                                          5.701758e-03   
MentHlth_1-5                                        5.701758e-03   
MentHlth_6-10                                       5.701758e-03   
MentHlth_11-15                                      5.701758e-03   
MentHlth_16-20                                      5.701758e-03   
MentHlth_21-25                                      5.701758e-03   
MentHlth_26-30                                      5.701758e-03   
PhysHlth_0                                          1.670090e-01   
PhysHlth_1-5                                        1.670090e-01   
PhysHlth_6-10                                       1.670090e-01   
PhysHlth_11-15                                      1.670090e-01   
PhysHlth_16-20                                      1.670090e-01   
PhysHlth_21-25                                      1.670090e-01   
PhysHlth_26-30                                      1.670090e-01   
Education_Never attended school or only kinderg... -1.889576e-01   
Education_Elementary                               -1.889576e-01   
Education_Some high school                         -1.889576e-01   
Education_High school graduate                     -1.889576e-01   
Education_Some college or technical school         -1.889576e-01   
Education_College graduate                         -1.889576e-01   
Income_Less than $10,000                           -1.000322e-01   
Income_$10,000-$14,999                             -1.000322e-01   
Income_$15,000-$19,999                             -1.000322e-01   
Income_$20,000-$24,999                             -1.000322e-01   
Income_$25,000-$34,999                             -1.000322e-01   
Income_$35,000-$49,999                             -1.000322e-01   
Income_$50,000-$74,999                             -1.000322e-01   
Income_$75,000 or more                             -1.000322e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                           -1.062681e-01   
Age_18-29                                           0.000000e+00   
Age_30-49                                          -1.062681e-01   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC56  \
HighBP                                              0.000000e+00   
HighChol                                           -6.657477e-17   
CholCheck                                           6.541204e-16   
Smoker                                              1.541129e-18   
Stroke                                              4.615248e-16   
HeartDiseaseorAttack                               -5.148541e-16   
PhysActivity                                        6.840411e-17   
Fruits                                             -8.051251e-17   
Veggies                                             1.858531e-16   
HvyAlcoholConsump                                  -2.421804e-16   
AnyHealthcare                                      -2.842209e-16   
NoDocbcCost                                         9.206665e-17   
DiffWalk                                            2.923124e-16   
BMI_Underweight                                    -3.282989e-02   
BMI_Healthy weight                                  1.804382e-01   
BMI_Overweight                                      4.110382e-02   
BMI_Class 1 Obesity                                 5.599535e-01   
BMI_Class 2 Obesity                                 2.714335e-01   
BMI_Class 3 Obesity                                 3.677408e-01   
GenHlth_Excellent                                   4.276037e-02   
GenHlth_Very good                                   4.276037e-02   
GenHlth_Good                                        4.276037e-02   
GenHlth_Fair                                        4.276037e-02   
GenHlth_Poor                                        4.276037e-02   
MentHlth_0                                         -1.664421e-01   
MentHlth_1-5                                       -1.664421e-01   
MentHlth_6-10                                      -1.664421e-01   
MentHlth_11-15                                     -1.664421e-01   
MentHlth_16-20                                     -1.664421e-01   
MentHlth_21-25                                     -1.664421e-01   
MentHlth_26-30                                     -1.664421e-01   
PhysHlth_0                                         -9.834868e-02   
PhysHlth_1-5                                       -9.834868e-02   
PhysHlth_6-10                                      -9.834868e-02   
PhysHlth_11-15                                     -9.834868e-02   
PhysHlth_16-20                                     -9.834868e-02   
PhysHlth_21-25                                     -9.834868e-02   
PhysHlth_26-30                                     -9.834868e-02   
Education_Never attended school or only kinderg... -9.984316e-03   
Education_Elementary                               -9.984316e-03   
Education_Some high school                         -9.984316e-03   
Education_High school graduate                     -9.984316e-03   
Education_Some college or technical school         -9.984316e-03   
Education_College graduate                         -9.984316e-03   
Income_Less than $10,000                            1.389023e-01   
Income_$10,000-$14,999                              1.389023e-01   
Income_$15,000-$19,999                              1.389023e-01   
Income_$20,000-$24,999                              1.389023e-01   
Income_$25,000-$34,999                              1.389023e-01   
Income_$35,000-$49,999                              1.389023e-01   
Income_$50,000-$74,999                              1.389023e-01   
Income_$75,000 or more                              1.389023e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            9.082397e-02   
Age_18-29                                           0.000000e+00   
Age_30-49                                           9.082397e-02   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC57          PC58  
HighBP                                              0.000000e+00  0.000000e+00  
HighChol                                           -2.496554e-17  2.141142e-17  
CholCheck                                           2.653760e-16  2.367235e-17  
Smoker                                              1.445476e-16 -4.012865e-17  
Stroke                                             -1.323185e-15  1.534986e-15  
HeartDiseaseorAttack                                6.713522e-16 -9.556668e-16  
PhysActivity                                        3.492950e-17 -1.119914e-16  
Fruits                                             -3.714394e-17 -6.376830e-17  
Veggies                                            -4.826014e-17 -9.097820e-18  
HvyAlcoholConsump                                   2.707151e-16 -2.710199e-16  
AnyHealthcare                                       2.466424e-16 -5.247374e-17  
NoDocbcCost                                         2.314734e-16 -1.365487e-16  
DiffWalk                                           -2.515682e-16  1.977189e-16  
BMI_Underweight                                     7.595834e-01  9.124068e-02  
BMI_Healthy weight                                 -2.682926e-01  5.373213e-01  
BMI_Overweight                                      2.757451e-01  6.661928e-02  
BMI_Class 1 Obesity                                 5.657433e-02 -1.470047e-01  
BMI_Class 2 Obesity                                 1.795574e-01 -4.125227e-02  
BMI_Class 3 Obesity                                 4.836633e-02 -2.993165e-01  
GenHlth_Excellent                                   5.462950e-02  2.248030e-01  
GenHlth_Very good                                   5.462950e-02  2.248030e-01  
GenHlth_Good                                        5.462950e-02  2.248030e-01  
GenHlth_Fair                                        5.462950e-02  2.248030e-01  
GenHlth_Poor                                        5.462950e-02  2.248030e-01  
MentHlth_0                                         -9.084446e-02 -6.153311e-02  
MentHlth_1-5                                       -9.084446e-02 -6.153311e-02  
MentHlth_6-10                                      -9.084446e-02 -6.153311e-02  
MentHlth_11-15                                     -9.084446e-02 -6.153311e-02  
MentHlth_16-20                                     -9.084446e-02 -6.153311e-02  
MentHlth_21-25                                     -9.084446e-02 -6.153311e-02  
MentHlth_26-30                                     -9.084446e-02 -6.153311e-02  
PhysHlth_0                                         -1.598007e-02 -1.626325e-03  
PhysHlth_1-5                                       -1.598007e-02 -1.626325e-03  
PhysHlth_6-10                                      -1.598007e-02 -1.626325e-03  
PhysHlth_11-15                                     -1.598007e-02 -1.626325e-03  
PhysHlth_16-20                                     -1.598007e-02 -1.626325e-03  
PhysHlth_21-25                                     -1.598007e-02 -1.626325e-03  
PhysHlth_26-30                                     -1.598007e-02 -1.626325e-03  
Education_Never attended school or only kinderg...  3.540554e-02 -2.067533e-01  
Education_Elementary                                3.540554e-02 -2.067533e-01  
Education_Some high school                          3.540554e-02 -2.067533e-01  
Education_High school graduate                      3.540554e-02 -2.067533e-01  
Education_Some college or technical school          3.540554e-02 -2.067533e-01  
Education_College graduate                          3.540554e-02 -2.067533e-01  
Income_Less than $10,000                           -1.297315e-01  2.087172e-03  
Income_$10,000-$14,999                             -1.297315e-01  2.087172e-03  
Income_$15,000-$19,999                             -1.297315e-01  2.087172e-03  
Income_$20,000-$24,999                             -1.297315e-01  2.087172e-03  
Income_$25,000-$34,999                             -1.297315e-01  2.087172e-03  
Income_$35,000-$49,999                             -1.297315e-01  2.087172e-03  
Income_$50,000-$74,999                             -1.297315e-01  2.087172e-03  
Income_$75,000 or more                             -1.297315e-01  2.087172e-03  
Sex_Female                                          0.000000e+00  0.000000e+00  
Sex_Male                                           -1.014744e-01 -1.579545e-01  
Age_18-29                                           0.000000e+00  0.000000e+00  
Age_30-49                                          -1.014744e-01 -1.579545e-01  
Age_50-64                                           0.000000e+00  0.000000e+00  
Age_65+                                             0.000000e+00  0.000000e+00  

[58 rows x 58 columns]

PCA Results for Subset_17:
        PC1       PC2       PC3       PC4       PC5       PC6       PC7  \
0  0.398703 -0.719810  0.402732 -0.934470 -0.553229 -0.670352 -0.160679   
1 -1.293032  0.297551 -0.198815 -0.351594  0.609619  0.126287 -0.412892   
2 -0.693100  0.323846 -0.426868  0.847228  1.013524  0.661839 -0.709438   
3 -1.457579 -0.195413 -0.479917  0.842911  0.539380 -0.016640  0.054831   
4 -0.969305  0.195178 -0.312727  0.832512 -0.738350 -0.479931  0.402664   

        PC8       PC9      PC10  ...  PC49  PC50          PC51          PC52  \
0 -0.136289  0.360278 -0.143833  ...   0.0   0.0 -4.422968e-17  1.665335e-16   
1 -0.245405 -0.704357  0.492399  ...   0.0   0.0 -4.422968e-17 -3.330669e-16   
2  0.402242  0.159176  0.427184  ...   0.0   0.0 -4.422968e-17 -2.775558e-16   
3 -0.207090 -0.496196  0.316977  ...   0.0   0.0 -4.422968e-17 -5.551115e-17   
4  0.762680  0.766928 -0.056651  ...   0.0   0.0 -4.422968e-17  5.551115e-17   

           PC53          PC54          PC55          PC56          PC57  \
0 -4.996004e-16 -1.110223e-16  1.276756e-15 -6.938894e-16  7.216450e-16   
1 -1.110223e-16  2.220446e-16  1.665335e-16  2.775558e-17 -2.775558e-17   
2 -1.665335e-16  4.440892e-16 -1.665335e-16 -8.326673e-17  2.775558e-16   
3 -1.110223e-16  5.551115e-16 -6.106227e-16  3.330669e-16  2.775558e-17   
4  0.000000e+00 -1.665335e-16  3.885781e-16  5.551115e-17  2.498002e-16   

           PC58  
0 -2.220446e-16  
1 -3.330669e-16  
2 -8.881784e-16  
3  6.661338e-16  
4  0.000000e+00  

[5 rows x 58 columns]
No description has been provided for this image
For Subset_17, retain 21 components to explain 90% of the variance.


Explained Variance for Subset_18:
[1.23386767e-01 9.45077920e-02 7.32490385e-02 6.08653882e-02
 5.69974882e-02 5.36954683e-02 4.65473724e-02 4.62988226e-02
 4.18398103e-02 3.96106184e-02 3.33697644e-02 2.91513449e-02
 2.72963180e-02 2.49579532e-02 2.29481885e-02 2.24113196e-02
 1.93185638e-02 1.76765076e-02 1.44724799e-02 1.34406720e-02
 1.29288950e-02 1.22259747e-02 1.16614230e-02 1.10712084e-02
 1.06100412e-02 1.03654957e-02 9.11629791e-03 8.95372649e-03
 7.26565514e-03 6.75447842e-03 6.74100378e-03 6.22018734e-03
 4.33226287e-03 4.17473196e-03 3.53078504e-03 3.19806656e-03
 2.88464823e-03 2.32619555e-03 1.84232296e-03 1.60193600e-03
 1.52985791e-04 1.74262066e-17 1.26098581e-17 6.19628258e-18
 5.97020186e-18 1.91863400e-18 1.44669854e-18 3.05214352e-19
 2.67503342e-31 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00]

Cumulative Variance for Subset_18:
[0.12338677 0.21789456 0.2911436  0.35200899 0.40900647 0.46270194
 0.50924931 0.55554814 0.59738795 0.63699857 0.67036833 0.69951968
 0.72681599 0.75177395 0.77472214 0.79713345 0.81645202 0.83412853
 0.84860101 0.86204168 0.87497057 0.88719655 0.89885797 0.90992918
 0.92053922 0.93090472 0.94002101 0.94897474 0.9562404  0.96299487
 0.96973588 0.97595607 0.98028833 0.98446306 0.98799384 0.99119191
 0.99407656 0.99640276 0.99824508 0.99984701 1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.        ]

Loadings for Subset_18:
                                                             PC1  \
HighBP                                             -1.163075e-01   
HighChol                                           -1.121974e-01   
CholCheck                                           9.319783e-03   
Smoker                                             -2.475456e-01   
Stroke                                             -1.736890e-02   
HeartDiseaseorAttack                               -2.851283e-02   
PhysActivity                                        1.651618e-01   
Fruits                                              1.506273e-01   
Veggies                                             8.929722e-02   
HvyAlcoholConsump                                  -4.022734e-03   
AnyHealthcare                                       7.558280e-02   
NoDocbcCost                                        -1.505021e-01   
DiffWalk                                           -1.136976e-01   
BMI_Underweight                                     1.323489e-23   
BMI_Healthy weight                                 -0.000000e+00   
BMI_Overweight                                      5.372431e-17   
BMI_Class 1 Obesity                                -2.584939e-26   
BMI_Class 2 Obesity                                 3.231174e-27   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                   1.439871e-01   
GenHlth_Very good                                   2.366560e-01   
GenHlth_Good                                       -2.223158e-01   
GenHlth_Fair                                       -1.183611e-01   
GenHlth_Poor                                       -3.996618e-02   
MentHlth_0                                          2.359293e-01   
MentHlth_1-5                                       -4.957054e-02   
MentHlth_6-10                                      -4.143728e-02   
MentHlth_11-15                                     -3.569971e-02   
MentHlth_16-20                                     -1.591740e-02   
MentHlth_21-25                                     -8.052355e-03   
MentHlth_26-30                                     -8.525200e-02   
PhysHlth_0                                          2.680457e-01   
PhysHlth_1-5                                       -9.723570e-02   
PhysHlth_6-10                                      -3.608912e-02   
PhysHlth_11-15                                     -3.428831e-02   
PhysHlth_16-20                                     -1.773796e-02   
PhysHlth_21-25                                     -1.012282e-02   
PhysHlth_26-30                                     -7.257175e-02   
Education_Never attended school or only kinderg... -7.811963e-04   
Education_Elementary                               -1.444463e-02   
Education_Some high school                         -3.506383e-02   
Education_High school graduate                     -1.610330e-01   
Education_Some college or technical school         -2.571043e-01   
Education_College graduate                          4.684269e-01   
Income_Less than $10,000                           -5.629787e-02   
Income_$10,000-$14,999                             -4.005980e-02   
Income_$15,000-$19,999                             -6.005319e-02   
Income_$20,000-$24,999                             -6.790230e-02   
Income_$25,000-$34,999                             -6.159700e-02   
Income_$35,000-$49,999                             -7.284421e-02   
Income_$50,000-$74,999                             -5.819714e-02   
Income_$75,000 or more                              4.169515e-01   
Sex_Female                                          5.372431e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                           5.372431e-17   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC2  \
HighBP                                             -2.376737e-02   
HighChol                                           -7.844611e-02   
CholCheck                                           2.821871e-03   
Smoker                                              2.114700e-02   
Stroke                                             -1.080351e-03   
HeartDiseaseorAttack                               -5.354318e-03   
PhysActivity                                       -2.957702e-02   
Fruits                                              5.306259e-03   
Veggies                                            -1.942245e-02   
HvyAlcoholConsump                                  -9.814143e-03   
AnyHealthcare                                      -4.295226e-02   
NoDocbcCost                                        -1.007717e-02   
DiffWalk                                           -2.690719e-02   
BMI_Underweight                                     0.000000e+00   
BMI_Healthy weight                                 -1.694066e-21   
BMI_Overweight                                      9.418846e-17   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                -3.308722e-24   
GenHlth_Excellent                                   1.634724e-01   
GenHlth_Very good                                  -1.360704e-01   
GenHlth_Good                                        5.332451e-03   
GenHlth_Fair                                       -2.303606e-02   
GenHlth_Poor                                       -9.698410e-03   
MentHlth_0                                          5.152947e-01   
MentHlth_1-5                                       -4.060685e-01   
MentHlth_6-10                                      -4.746700e-02   
MentHlth_11-15                                     -2.215171e-02   
MentHlth_16-20                                     -8.426356e-03   
MentHlth_21-25                                     -3.202204e-03   
MentHlth_26-30                                     -2.797896e-02   
PhysHlth_0                                          4.417603e-01   
PhysHlth_1-5                                       -3.656400e-01   
PhysHlth_6-10                                      -3.533827e-02   
PhysHlth_11-15                                     -1.346142e-02   
PhysHlth_16-20                                     -8.985714e-03   
PhysHlth_21-25                                     -3.777391e-03   
PhysHlth_26-30                                     -1.455748e-02   
Education_Never attended school or only kinderg... -1.287160e-04   
Education_Elementary                                6.448762e-03   
Education_Some high school                          1.515729e-02   
Education_High school graduate                      1.241109e-01   
Education_Some college or technical school          1.501226e-01   
Education_College graduate                         -2.957109e-01   
Income_Less than $10,000                            1.695958e-02   
Income_$10,000-$14,999                              9.911290e-03   
Income_$15,000-$19,999                              2.473772e-02   
Income_$20,000-$24,999                              2.799505e-02   
Income_$25,000-$34,999                              4.199738e-02   
Income_$35,000-$49,999                              4.147976e-02   
Income_$50,000-$74,999                              4.889689e-02   
Income_$75,000 or more                             -2.119777e-01   
Sex_Female                                          9.418689e-17   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           9.418689e-17   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC3  \
HighBP                                             -4.120889e-02   
HighChol                                           -1.787553e-02   
CholCheck                                          -1.212710e-02   
Smoker                                              9.471284e-02   
Stroke                                             -4.622412e-03   
HeartDiseaseorAttack                               -1.094338e-02   
PhysActivity                                        4.466795e-02   
Fruits                                             -4.727570e-02   
Veggies                                            -1.522159e-02   
HvyAlcoholConsump                                   1.308158e-02   
AnyHealthcare                                       5.094643e-03   
NoDocbcCost                                        -1.317437e-02   
DiffWalk                                           -3.230928e-02   
BMI_Underweight                                     1.734723e-18   
BMI_Healthy weight                                  0.000000e+00   
BMI_Overweight                                     -5.956824e-17   
BMI_Class 1 Obesity                                 1.355253e-20   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                -8.470329e-22   
GenHlth_Excellent                                  -3.024429e-01   
GenHlth_Very good                                   7.266680e-01   
GenHlth_Good                                       -3.823702e-01   
GenHlth_Fair                                       -3.253739e-02   
GenHlth_Poor                                       -9.317519e-03   
MentHlth_0                                         -9.496873e-02   
MentHlth_1-5                                        1.120232e-01   
MentHlth_6-10                                      -4.939609e-03   
MentHlth_11-15                                      3.904735e-03   
MentHlth_16-20                                     -8.375522e-04   
MentHlth_21-25                                     -1.699356e-03   
MentHlth_26-30                                     -1.348266e-02   
PhysHlth_0                                          1.533547e-01   
PhysHlth_1-5                                       -7.912826e-02   
PhysHlth_6-10                                      -2.352106e-02   
PhysHlth_11-15                                     -1.750689e-02   
PhysHlth_16-20                                     -6.180413e-03   
PhysHlth_21-25                                     -2.899596e-03   
PhysHlth_26-30                                     -2.411851e-02   
Education_Never attended school or only kinderg... -3.725174e-04   
Education_Elementary                               -9.797596e-03   
Education_Some high school                         -1.371757e-02   
Education_High school graduate                      1.791139e-02   
Education_Some college or technical school          2.816337e-01   
Education_College graduate                         -2.756575e-01   
Income_Less than $10,000                           -1.628800e-02   
Income_$10,000-$14,999                             -1.279344e-02   
Income_$15,000-$19,999                             -4.538641e-03   
Income_$20,000-$24,999                             -3.091497e-04   
Income_$25,000-$34,999                              1.580467e-02   
Income_$35,000-$49,999                              2.683978e-02   
Income_$50,000-$74,999                              4.831459e-02   
Income_$75,000 or more                             -5.702982e-02   
Sex_Female                                         -5.966111e-17   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                          -5.966111e-17   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC4  \
HighBP                                              7.445911e-02   
HighChol                                            7.808145e-02   
CholCheck                                           1.016078e-02   
Smoker                                             -5.645798e-02   
Stroke                                              8.401166e-03   
HeartDiseaseorAttack                                6.534856e-03   
PhysActivity                                       -7.027416e-02   
Fruits                                              4.621995e-02   
Veggies                                            -1.938925e-03   
HvyAlcoholConsump                                  -1.912464e-02   
AnyHealthcare                                      -6.583027e-04   
NoDocbcCost                                         1.576346e-02   
DiffWalk                                            4.342148e-02   
BMI_Underweight                                    -2.775558e-17   
BMI_Healthy weight                                  0.000000e+00   
BMI_Overweight                                      1.689072e-16   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                  -2.382425e-01   
GenHlth_Very good                                   2.247139e-01   
GenHlth_Good                                       -5.792321e-02   
GenHlth_Fair                                        5.671262e-02   
GenHlth_Poor                                        1.473917e-02   
MentHlth_0                                          4.969590e-01   
MentHlth_1-5                                       -4.646117e-01   
MentHlth_6-10                                      -1.819269e-02   
MentHlth_11-15                                     -6.546127e-03   
MentHlth_16-20                                     -5.456348e-03   
MentHlth_21-25                                     -9.430365e-04   
MentHlth_26-30                                     -1.209111e-03   
PhysHlth_0                                         -4.789513e-01   
PhysHlth_1-5                                        3.876585e-01   
PhysHlth_6-10                                       2.835547e-02   
PhysHlth_11-15                                      2.005931e-02   
PhysHlth_16-20                                      2.660344e-03   
PhysHlth_21-25                                      3.375827e-03   
PhysHlth_26-30                                      3.684183e-02   
Education_Never attended school or only kinderg...  1.021227e-03   
Education_Elementary                                6.852325e-03   
Education_Some high school                          4.838947e-03   
Education_High school graduate                      6.550530e-02   
Education_Some college or technical school         -9.651914e-02   
Education_College graduate                          1.830134e-02   
Income_Less than $10,000                            1.360835e-02   
Income_$10,000-$14,999                              9.000458e-03   
Income_$15,000-$19,999                              1.267136e-02   
Income_$20,000-$24,999                              1.149597e-02   
Income_$25,000-$34,999                              6.391516e-03   
Income_$35,000-$49,999                             -1.908883e-02   
Income_$50,000-$74,999                             -2.887261e-02   
Income_$75,000 or more                             -5.206223e-03   
Sex_Female                                          1.736914e-16   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           1.736914e-16   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC5  \
HighBP                                             -8.857913e-02   
HighChol                                           -1.306307e-01   
CholCheck                                          -6.587109e-03   
Smoker                                             -1.251888e-01   
Stroke                                             -4.545360e-03   
HeartDiseaseorAttack                               -1.656045e-02   
PhysActivity                                        2.147396e-01   
Fruits                                              3.930454e-01   
Veggies                                             1.811338e-01   
HvyAlcoholConsump                                  -6.784948e-03   
AnyHealthcare                                       3.152675e-02   
NoDocbcCost                                        -6.419243e-02   
DiffWalk                                           -2.849565e-02   
BMI_Underweight                                     1.665335e-16   
BMI_Healthy weight                                  0.000000e+00   
BMI_Overweight                                     -1.285420e-16   
BMI_Class 1 Obesity                                -1.387779e-17   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                -8.673617e-19   
GenHlth_Excellent                                   2.559288e-01   
GenHlth_Very good                                  -1.540342e-01   
GenHlth_Good                                       -6.624397e-02   
GenHlth_Fair                                       -2.264686e-02   
GenHlth_Poor                                       -1.300372e-02   
MentHlth_0                                          3.249388e-02   
MentHlth_1-5                                        3.141720e-02   
MentHlth_6-10                                      -1.993675e-02   
MentHlth_11-15                                     -3.390075e-03   
MentHlth_16-20                                     -4.143636e-03   
MentHlth_21-25                                     -3.121933e-03   
MentHlth_26-30                                     -3.331869e-02   
PhysHlth_0                                         -1.913057e-01   
PhysHlth_1-5                                        2.113780e-01   
PhysHlth_6-10                                       6.046468e-03   
PhysHlth_11-15                                     -7.841012e-03   
PhysHlth_16-20                                     -3.091509e-03   
PhysHlth_21-25                                     -4.523557e-04   
PhysHlth_26-30                                     -1.473393e-02   
Education_Never attended school or only kinderg... -2.302674e-04   
Education_Elementary                               -5.637529e-03   
Education_Some high school                         -2.435060e-02   
Education_High school graduate                     -2.075396e-01   
Education_Some college or technical school          5.604720e-01   
Education_College graduate                         -3.227139e-01   
Income_Less than $10,000                           -1.959037e-02   
Income_$10,000-$14,999                             -1.601370e-02   
Income_$15,000-$19,999                             -2.064205e-02   
Income_$20,000-$24,999                             -3.223018e-02   
Income_$25,000-$34,999                             -1.752747e-02   
Income_$35,000-$49,999                             -4.626103e-02   
Income_$50,000-$74,999                             -1.000707e-01   
Income_$75,000 or more                              2.523355e-01   
Sex_Female                                         -9.435188e-17   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                          -9.435188e-17   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC6  \
HighBP                                              9.528171e-02   
HighChol                                            1.175609e-01   
CholCheck                                           1.452872e-02   
Smoker                                              2.603581e-01   
Stroke                                              4.114897e-03   
HeartDiseaseorAttack                                1.003054e-02   
PhysActivity                                       -1.716869e-01   
Fruits                                             -4.876494e-01   
Veggies                                            -1.446472e-01   
HvyAlcoholConsump                                   3.756113e-02   
AnyHealthcare                                       4.940312e-02   
NoDocbcCost                                        -4.274555e-02   
DiffWalk                                            2.286110e-02   
BMI_Underweight                                     1.665335e-16   
BMI_Healthy weight                                  0.000000e+00   
BMI_Overweight                                     -1.037183e-16   
BMI_Class 1 Obesity                                 1.387779e-17   
BMI_Class 2 Obesity                                -6.938894e-18   
BMI_Class 3 Obesity                                -1.734723e-18   
GenHlth_Excellent                                  -2.662942e-02   
GenHlth_Very good                                  -5.018491e-02   
GenHlth_Good                                        5.048488e-02   
GenHlth_Fair                                        1.257843e-02   
GenHlth_Poor                                        1.375102e-02   
MentHlth_0                                          3.641552e-02   
MentHlth_1-5                                       -1.145054e-01   
MentHlth_6-10                                       2.269688e-02   
MentHlth_11-15                                      1.090033e-02   
MentHlth_16-20                                      5.915877e-03   
MentHlth_21-25                                      1.882808e-03   
MentHlth_26-30                                      3.669398e-02   
PhysHlth_0                                          3.341704e-02   
PhysHlth_1-5                                       -7.551624e-02   
PhysHlth_6-10                                       5.848044e-04   
PhysHlth_11-15                                      1.115060e-02   
PhysHlth_16-20                                      1.818644e-03   
PhysHlth_21-25                                      2.953145e-03   
PhysHlth_26-30                                      2.559201e-02   
Education_Never attended school or only kinderg... -6.111091e-05   
Education_Elementary                               -8.768134e-03   
Education_Some high school                         -3.525742e-03   
Education_High school graduate                     -4.667486e-02   
Education_Some college or technical school          1.672540e-01   
Education_College graduate                         -1.082242e-01   
Income_Less than $10,000                            5.099333e-03   
Income_$10,000-$14,999                              3.900334e-03   
Income_$15,000-$19,999                             -1.409373e-02   
Income_$20,000-$24,999                             -2.453751e-02   
Income_$25,000-$34,999                             -4.017243e-02   
Income_$35,000-$49,999                             -1.252498e-01   
Income_$50,000-$74,999                             -4.051020e-01   
Income_$75,000 or more                              6.001558e-01   
Sex_Female                                         -5.576150e-17   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                          -5.576150e-17   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC7  \
HighBP                                              9.136038e-02   
HighChol                                            5.852781e-02   
CholCheck                                           7.270947e-03   
Smoker                                             -1.031919e-02   
Stroke                                             -6.620899e-03   
HeartDiseaseorAttack                               -7.944085e-03   
PhysActivity                                        8.555470e-02   
Fruits                                              3.682176e-01   
Veggies                                             1.351067e-01   
HvyAlcoholConsump                                  -1.553636e-02   
AnyHealthcare                                       2.970455e-04   
NoDocbcCost                                        -3.250113e-03   
DiffWalk                                           -5.289154e-02   
BMI_Underweight                                     4.163336e-17   
BMI_Healthy weight                                 -5.551115e-17   
BMI_Overweight                                      1.980613e-16   
BMI_Class 1 Obesity                                -1.110223e-16   
BMI_Class 2 Obesity                                -2.775558e-17   
BMI_Class 3 Obesity                                -2.775558e-17   
GenHlth_Excellent                                  -5.510410e-01   
GenHlth_Very good                                   7.450989e-02   
GenHlth_Good                                        6.369670e-01   
GenHlth_Fair                                       -1.271713e-01   
GenHlth_Poor                                       -3.326458e-02   
MentHlth_0                                          2.201992e-02   
MentHlth_1-5                                        1.778502e-02   
MentHlth_6-10                                      -4.897788e-03   
MentHlth_11-15                                     -8.421864e-04   
MentHlth_16-20                                      7.140070e-05   
MentHlth_21-25                                     -1.366006e-04   
MentHlth_26-30                                     -3.399977e-02   
PhysHlth_0                                          1.751000e-01   
PhysHlth_1-5                                       -1.106406e-01   
PhysHlth_6-10                                       8.029825e-04   
PhysHlth_11-15                                     -9.920765e-03   
PhysHlth_16-20                                     -6.937929e-03   
PhysHlth_21-25                                     -4.918383e-03   
PhysHlth_26-30                                     -4.348527e-02   
Education_Never attended school or only kinderg... -5.036188e-04   
Education_Elementary                                2.614979e-03   
Education_Some high school                          1.549033e-03   
Education_High school graduate                      1.580616e-02   
Education_Some college or technical school          1.813593e-02   
Education_College graduate                         -3.760248e-02   
Income_Less than $10,000                           -1.166881e-02   
Income_$10,000-$14,999                             -5.259240e-03   
Income_$15,000-$19,999                             -1.476135e-03   
Income_$20,000-$24,999                              7.549178e-03   
Income_$25,000-$34,999                             -3.619085e-04   
Income_$35,000-$49,999                              9.944728e-03   
Income_$50,000-$74,999                             -1.447595e-01   
Income_$75,000 or more                              1.460316e-01   
Sex_Female                                         -9.862003e-18   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -9.862003e-18   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC8  \
HighBP                                              6.202647e-02   
HighChol                                            1.116570e-01   
CholCheck                                          -1.536176e-03   
Smoker                                              6.567359e-01   
Stroke                                              1.207461e-02   
HeartDiseaseorAttack                                2.987713e-02   
PhysActivity                                        5.775418e-02   
Fruits                                              4.889910e-01   
Veggies                                             1.614095e-01   
HvyAlcoholConsump                                   4.707836e-02   
AnyHealthcare                                      -3.124005e-02   
NoDocbcCost                                         8.399753e-02   
DiffWalk                                            1.011988e-01   
BMI_Underweight                                    -1.179612e-16   
BMI_Healthy weight                                 -8.326673e-17   
BMI_Overweight                                     -1.159009e-16   
BMI_Class 1 Obesity                                 4.163336e-17   
BMI_Class 2 Obesity                                 7.632783e-17   
BMI_Class 3 Obesity                                 4.857226e-17   
GenHlth_Excellent                                   1.099493e-01   
GenHlth_Very good                                  -1.682501e-02   
GenHlth_Good                                       -2.574875e-01   
GenHlth_Fair                                        1.189613e-01   
GenHlth_Poor                                        4.540189e-02   
MentHlth_0                                         -5.812003e-02   
MentHlth_1-5                                       -6.376658e-02   
MentHlth_6-10                                       1.490808e-02   
MentHlth_11-15                                      2.657209e-02   
MentHlth_16-20                                      1.015755e-02   
MentHlth_21-25                                      4.496852e-03   
MentHlth_26-30                                      6.575203e-02   
PhysHlth_0                                         -1.813117e-02   
PhysHlth_1-5                                       -1.201459e-01   
PhysHlth_6-10                                       2.213980e-02   
PhysHlth_11-15                                      2.245287e-02   
PhysHlth_16-20                                      1.347950e-02   
PhysHlth_21-25                                      6.262815e-03   
PhysHlth_26-30                                      7.394208e-02   
Education_Never attended school or only kinderg... -1.596900e-04   
Education_Elementary                               -8.792928e-04   
Education_Some high school                          1.875248e-02   
Education_High school graduate                      1.986097e-01   
Education_Some college or technical school         -2.304286e-01   
Education_College graduate                          1.410542e-02   
Income_Less than $10,000                            2.975717e-02   
Income_$10,000-$14,999                              1.642971e-02   
Income_$15,000-$19,999                              3.297078e-02   
Income_$20,000-$24,999                              2.565973e-02   
Income_$25,000-$34,999                              6.149756e-03   
Income_$35,000-$49,999                             -3.823063e-02   
Income_$50,000-$74,999                             -1.649414e-01   
Income_$75,000 or more                              9.220492e-02   
Sex_Female                                          7.999309e-18   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           7.999309e-18   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC9  \
HighBP                                             -1.887278e-01   
HighChol                                           -3.048594e-01   
CholCheck                                          -2.418620e-02   
Smoker                                              6.093489e-01   
Stroke                                             -1.425349e-02   
HeartDiseaseorAttack                               -3.032143e-02   
PhysActivity                                        2.144590e-01   
Fruits                                             -2.114442e-01   
Veggies                                             6.605874e-02   
HvyAlcoholConsump                                   7.542645e-02   
AnyHealthcare                                       8.455819e-02   
NoDocbcCost                                        -1.054421e-01   
DiffWalk                                           -9.860262e-02   
BMI_Underweight                                     1.665335e-16   
BMI_Healthy weight                                 -8.326673e-17   
BMI_Overweight                                      1.094465e-16   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                -2.775558e-17   
GenHlth_Excellent                                  -2.441025e-02   
GenHlth_Very good                                   1.238685e-02   
GenHlth_Good                                        2.138276e-01   
GenHlth_Fair                                       -1.585344e-01   
GenHlth_Poor                                       -4.326982e-02   
MentHlth_0                                          1.130306e-01   
MentHlth_1-5                                       -5.735005e-02   
MentHlth_6-10                                       4.041023e-04   
MentHlth_11-15                                     -1.332488e-02   
MentHlth_16-20                                     -1.134218e-03   
MentHlth_21-25                                     -3.515984e-03   
MentHlth_26-30                                     -3.810953e-02   
PhysHlth_0                                         -2.338693e-02   
PhysHlth_1-5                                        1.683424e-01   
PhysHlth_6-10                                      -3.398884e-02   
PhysHlth_11-15                                     -2.636546e-02   
PhysHlth_16-20                                     -1.370372e-02   
PhysHlth_21-25                                     -8.409414e-03   
PhysHlth_26-30                                     -6.248804e-02   
Education_Never attended school or only kinderg... -2.075865e-03   
Education_Elementary                               -2.367515e-02   
Education_Some high school                         -1.954367e-02   
Education_High school graduate                     -2.774874e-01   
Education_Some college or technical school          1.184315e-01   
Education_College graduate                          2.043506e-01   
Income_Less than $10,000                           -4.906471e-02   
Income_$10,000-$14,999                             -2.755065e-02   
Income_$15,000-$19,999                             -4.937554e-02   
Income_$20,000-$24,999                             -5.668010e-02   
Income_$25,000-$34,999                             -2.841767e-02   
Income_$35,000-$49,999                              1.738630e-02   
Income_$50,000-$74,999                              2.983215e-01   
Income_$75,000 or more                             -1.046191e-01   
Sex_Female                                          5.689553e-17   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           5.689553e-17   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC10  ...  \
HighBP                                              3.056659e-01  ...   
HighChol                                            6.147092e-01  ...   
CholCheck                                           3.650481e-02  ...   
Smoker                                              1.425426e-02  ...   
Stroke                                              1.770147e-02  ...   
HeartDiseaseorAttack                                3.729471e-02  ...   
PhysActivity                                        2.452928e-02  ...   
Fruits                                              4.828938e-02  ...   
Veggies                                             5.879394e-02  ...   
HvyAlcoholConsump                                   6.024729e-03  ...   
AnyHealthcare                                       6.693335e-02  ...   
NoDocbcCost                                         8.993681e-03  ...   
DiffWalk                                            8.115526e-02  ...   
BMI_Underweight                                     8.326673e-17  ...   
BMI_Healthy weight                                  0.000000e+00  ...   
BMI_Overweight                                     -2.071752e-17  ...   
BMI_Class 1 Obesity                                -2.775558e-17  ...   
BMI_Class 2 Obesity                                -8.326673e-17  ...   
BMI_Class 3 Obesity                                 1.387779e-17  ...   
GenHlth_Excellent                                  -2.724690e-02  ...   
GenHlth_Very good                                  -3.030954e-02  ...   
GenHlth_Good                                       -7.134325e-02  ...   
GenHlth_Fair                                        9.436319e-02  ...   
GenHlth_Poor                                        3.453649e-02  ...   
MentHlth_0                                          1.381486e-02  ...   
MentHlth_1-5                                       -1.144320e-01  ...   
MentHlth_6-10                                       2.356318e-02  ...   
MentHlth_11-15                                      2.053902e-02  ...   
MentHlth_16-20                                      7.113127e-03  ...   
MentHlth_21-25                                      3.997519e-03  ...   
MentHlth_26-30                                      4.540433e-02  ...   
PhysHlth_0                                          4.857796e-02  ...   
PhysHlth_1-5                                       -1.654320e-01  ...   
PhysHlth_6-10                                       2.221439e-02  ...   
PhysHlth_11-15                                      2.167535e-02  ...   
PhysHlth_16-20                                      1.216817e-02  ...   
PhysHlth_21-25                                      5.676250e-03  ...   
PhysHlth_26-30                                      5.511990e-02  ...   
Education_Never attended school or only kinderg...  3.930130e-04  ...   
Education_Elementary                               -2.139040e-06  ...   
Education_Some high school                         -2.217254e-03  ...   
Education_High school graduate                     -4.945961e-01  ...   
Education_Some college or technical school          2.584483e-01  ...   
Education_College graduate                          2.379742e-01  ...   
Income_Less than $10,000                           -3.882061e-03  ...   
Income_$10,000-$14,999                              1.084442e-03  ...   
Income_$15,000-$19,999                             -2.872109e-02  ...   
Income_$20,000-$24,999                             -3.816604e-02  ...   
Income_$25,000-$34,999                             -2.051053e-02  ...   
Income_$35,000-$49,999                             -5.167236e-02  ...   
Income_$50,000-$74,999                              2.400930e-01  ...   
Income_$75,000 or more                             -9.822540e-02  ...   
Sex_Female                                         -2.733973e-17  ...   
Sex_Male                                            0.000000e+00  ...   
Age_18-29                                           0.000000e+00  ...   
Age_30-49                                          -2.733973e-17  ...   
Age_50-64                                           0.000000e+00  ...   
Age_65+                                             0.000000e+00  ...   

                                                            PC49  PC50  PC51  \
HighBP                                              0.000000e+00   0.0   0.0   
HighChol                                            1.522063e-18   0.0   0.0   
CholCheck                                          -7.463455e-17   0.0   0.0   
Smoker                                             -1.035243e-19   0.0   0.0   
Stroke                                             -1.445792e-18   0.0   0.0   
HeartDiseaseorAttack                               -3.889378e-18   0.0   0.0   
PhysActivity                                       -3.371266e-18   0.0   0.0   
Fruits                                             -1.928948e-18   0.0   0.0   
Veggies                                             1.782913e-18   0.0   0.0   
HvyAlcoholConsump                                  -1.877510e-17   0.0   0.0   
AnyHealthcare                                       2.155344e-17   0.0   0.0   
NoDocbcCost                                        -1.043453e-18   0.0   0.0   
DiffWalk                                            8.058728e-17   0.0   0.0   
BMI_Underweight                                     2.702755e-09   0.0   0.0   
BMI_Healthy weight                                  5.596162e-08   0.0   0.0   
BMI_Overweight                                      7.507619e-09   0.0   0.0   
BMI_Class 1 Obesity                                 3.202905e-08   0.0   0.0   
BMI_Class 2 Obesity                                -8.561721e-08   0.0   0.0   
BMI_Class 3 Obesity                                 1.934431e-07   0.0   0.0   
GenHlth_Excellent                                   2.037579e-09   0.0   0.0   
GenHlth_Very good                                   2.037579e-09   0.0   0.0   
GenHlth_Good                                        2.037579e-09   0.0   0.0   
GenHlth_Fair                                        2.037579e-09   0.0   0.0   
GenHlth_Poor                                        2.037579e-09   0.0   0.0   
MentHlth_0                                         -3.025719e-08   0.0   0.0   
MentHlth_1-5                                       -3.025719e-08   0.0   0.0   
MentHlth_6-10                                      -3.025719e-08   0.0   0.0   
MentHlth_11-15                                     -3.025719e-08   0.0   0.0   
MentHlth_16-20                                     -3.025719e-08   0.0   0.0   
MentHlth_21-25                                     -3.025719e-08   0.0   0.0   
MentHlth_26-30                                     -3.025719e-08   0.0   0.0   
PhysHlth_0                                          1.365570e-08   0.0   0.0   
PhysHlth_1-5                                        1.365570e-08   0.0   0.0   
PhysHlth_6-10                                       1.365570e-08   0.0   0.0   
PhysHlth_11-15                                      1.365570e-08   0.0   0.0   
PhysHlth_16-20                                      1.365570e-08   0.0   0.0   
PhysHlth_21-25                                      1.365570e-08   0.0   0.0   
PhysHlth_26-30                                      1.365570e-08   0.0   0.0   
Education_Never attended school or only kinderg... -4.459258e-08   0.0   0.0   
Education_Elementary                               -4.459258e-08   0.0   0.0   
Education_Some high school                         -4.459258e-08   0.0   0.0   
Education_High school graduate                     -4.459258e-08   0.0   0.0   
Education_Some college or technical school         -4.459258e-08   0.0   0.0   
Education_College graduate                         -4.459258e-08   0.0   0.0   
Income_Less than $10,000                            1.450932e-07   0.0   0.0   
Income_$10,000-$14,999                              1.450932e-07   0.0   0.0   
Income_$15,000-$19,999                              1.450932e-07   0.0   0.0   
Income_$20,000-$24,999                              1.450932e-07   0.0   0.0   
Income_$25,000-$34,999                              1.450932e-07   0.0   0.0   
Income_$35,000-$49,999                              1.450932e-07   0.0   0.0   
Income_$50,000-$74,999                              1.450932e-07   0.0   0.0   
Income_$75,000 or more                              1.450932e-07   0.0   0.0   
Sex_Female                                          7.071069e-01   0.0   0.0   
Sex_Male                                            0.000000e+00   0.0   0.0   
Age_18-29                                           0.000000e+00   0.0   0.0   
Age_30-49                                          -7.071067e-01   0.0   0.0   
Age_50-64                                           0.000000e+00   0.0   1.0   
Age_65+                                             0.000000e+00   1.0   0.0   

                                                    PC52  PC53          PC54  \
HighBP                                              -0.0   0.0 -0.000000e+00   
HighChol                                            -0.0   0.0  2.536553e-17   
CholCheck                                           -0.0   0.0 -2.670922e-16   
Smoker                                              -0.0   0.0 -1.335202e-16   
Stroke                                              -0.0   0.0 -2.268039e-15   
HeartDiseaseorAttack                                -0.0   0.0  3.519779e-16   
PhysActivity                                        -0.0   0.0  8.185194e-17   
Fruits                                              -0.0   0.0 -5.574592e-17   
Veggies                                             -0.0   0.0  4.990351e-17   
HvyAlcoholConsump                                   -0.0   0.0  1.981491e-16   
AnyHealthcare                                       -0.0   0.0 -1.388836e-16   
NoDocbcCost                                         -0.0   0.0 -1.777244e-16   
DiffWalk                                            -0.0   0.0 -5.218613e-16   
BMI_Underweight                                     -0.0   0.0 -1.404426e-01   
BMI_Healthy weight                                  -0.0   0.0  2.468894e-01   
BMI_Overweight                                      -0.0   0.0  1.862790e-01   
BMI_Class 1 Obesity                                 -0.0   0.0  2.177587e-01   
BMI_Class 2 Obesity                                 -0.0   0.0  4.420754e-01   
BMI_Class 3 Obesity                                 -0.0   0.0  5.041197e-01   
GenHlth_Excellent                                   -0.0   0.0  1.293083e-01   
GenHlth_Very good                                   -0.0   0.0  1.293083e-01   
GenHlth_Good                                        -0.0   0.0  1.293083e-01   
GenHlth_Fair                                        -0.0   0.0  1.293083e-01   
GenHlth_Poor                                        -0.0   0.0  1.293083e-01   
MentHlth_0                                          -0.0   0.0 -2.307417e-02   
MentHlth_1-5                                        -0.0   0.0 -2.307417e-02   
MentHlth_6-10                                       -0.0   0.0 -2.307417e-02   
MentHlth_11-15                                      -0.0   0.0 -2.307417e-02   
MentHlth_16-20                                      -0.0   0.0 -2.307417e-02   
MentHlth_21-25                                      -0.0   0.0 -2.307417e-02   
MentHlth_26-30                                      -0.0   0.0 -2.307417e-02   
PhysHlth_0                                          -0.0   0.0  4.489712e-02   
PhysHlth_1-5                                        -0.0   0.0  4.489712e-02   
PhysHlth_6-10                                       -0.0   0.0  4.489712e-02   
PhysHlth_11-15                                      -0.0   0.0  4.489712e-02   
PhysHlth_16-20                                      -0.0   0.0  4.489712e-02   
PhysHlth_21-25                                      -0.0   0.0  4.489712e-02   
PhysHlth_26-30                                      -0.0   0.0  4.489712e-02   
Education_Never attended school or only kinderg...  -0.0   0.0 -1.516572e-01   
Education_Elementary                                -0.0   0.0 -1.516572e-01   
Education_Some high school                          -0.0   0.0 -1.516572e-01   
Education_High school graduate                      -0.0   0.0 -1.516572e-01   
Education_Some college or technical school          -0.0   0.0 -1.516572e-01   
Education_College graduate                          -0.0   0.0 -1.516572e-01   
Income_Less than $10,000                            -0.0   0.0 -1.025447e-01   
Income_$10,000-$14,999                              -0.0   0.0 -1.025447e-01   
Income_$15,000-$19,999                              -0.0   0.0 -1.025447e-01   
Income_$20,000-$24,999                              -0.0   0.0 -1.025447e-01   
Income_$25,000-$34,999                              -0.0   0.0 -1.025447e-01   
Income_$35,000-$49,999                              -0.0   0.0 -1.025447e-01   
Income_$50,000-$74,999                              -0.0   0.0 -1.025447e-01   
Income_$75,000 or more                              -0.0   0.0 -1.025447e-01   
Sex_Female                                          -0.0   0.0  1.789862e-01   
Sex_Male                                             1.0   0.0 -0.000000e+00   
Age_18-29                                           -0.0   1.0 -0.000000e+00   
Age_30-49                                           -0.0   0.0  1.789863e-01   
Age_50-64                                           -0.0   0.0 -0.000000e+00   
Age_65+                                             -0.0   0.0 -0.000000e+00   

                                                            PC55  \
HighBP                                              0.000000e+00   
HighChol                                            6.087726e-17   
CholCheck                                           3.291841e-16   
Smoker                                              1.543317e-17   
Stroke                                              1.220040e-15   
HeartDiseaseorAttack                               -4.046013e-17   
PhysActivity                                       -8.556758e-19   
Fruits                                              1.994272e-17   
Veggies                                             7.344010e-18   
HvyAlcoholConsump                                   2.163085e-16   
AnyHealthcare                                      -3.834515e-18   
NoDocbcCost                                        -1.808578e-16   
DiffWalk                                            2.054020e-16   
BMI_Underweight                                     6.766398e-01   
BMI_Healthy weight                                  2.081421e-01   
BMI_Overweight                                      1.646960e-01   
BMI_Class 1 Obesity                                -3.264173e-01   
BMI_Class 2 Obesity                                -3.507689e-01   
BMI_Class 3 Obesity                                 3.640043e-01   
GenHlth_Excellent                                   3.610464e-02   
GenHlth_Very good                                   3.610464e-02   
GenHlth_Good                                        3.610464e-02   
GenHlth_Fair                                        3.610464e-02   
GenHlth_Poor                                        3.610464e-02   
MentHlth_0                                          1.941165e-02   
MentHlth_1-5                                        1.941165e-02   
MentHlth_6-10                                       1.941165e-02   
MentHlth_11-15                                      1.941165e-02   
MentHlth_16-20                                      1.941165e-02   
MentHlth_21-25                                      1.941165e-02   
MentHlth_26-30                                      1.941165e-02   
PhysHlth_0                                         -6.599644e-03   
PhysHlth_1-5                                       -6.599644e-03   
PhysHlth_6-10                                      -6.599644e-03   
PhysHlth_11-15                                     -6.599644e-03   
PhysHlth_16-20                                     -6.599644e-03   
PhysHlth_21-25                                     -6.599644e-03   
PhysHlth_26-30                                     -6.599644e-03   
Education_Never attended school or only kinderg... -2.879107e-02   
Education_Elementary                               -2.879107e-02   
Education_Some high school                         -2.879107e-02   
Education_High school graduate                     -2.879107e-02   
Education_Some college or technical school         -2.879107e-02   
Education_College graduate                         -2.879107e-02   
Income_Less than $10,000                           -7.920233e-02   
Income_$10,000-$14,999                             -7.920233e-02   
Income_$15,000-$19,999                             -7.920233e-02   
Income_$20,000-$24,999                             -7.920233e-02   
Income_$25,000-$34,999                             -7.920233e-02   
Income_$35,000-$49,999                             -7.920233e-02   
Income_$50,000-$74,999                             -7.920233e-02   
Income_$75,000 or more                             -7.920233e-02   
Sex_Female                                         -1.500109e-01   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                          -1.500109e-01   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC56  \
HighBP                                              0.000000e+00   
HighChol                                            8.640133e-18   
CholCheck                                           4.243637e-16   
Smoker                                              1.799211e-17   
Stroke                                             -3.382600e-15   
HeartDiseaseorAttack                                6.818017e-16   
PhysActivity                                        2.103642e-16   
Fruits                                              5.111487e-17   
Veggies                                            -2.945948e-17   
HvyAlcoholConsump                                   2.674400e-16   
AnyHealthcare                                      -3.753559e-16   
NoDocbcCost                                        -4.526106e-17   
DiffWalk                                           -9.566417e-17   
BMI_Underweight                                     2.553693e-01   
BMI_Healthy weight                                 -4.279582e-01   
BMI_Overweight                                      4.319903e-01   
BMI_Class 1 Obesity                                 1.117254e-01   
BMI_Class 2 Obesity                                 1.486259e-01   
BMI_Class 3 Obesity                                -1.067702e-01   
GenHlth_Excellent                                  -1.269763e-01   
GenHlth_Very good                                  -1.269763e-01   
GenHlth_Good                                       -1.269763e-01   
GenHlth_Fair                                       -1.269763e-01   
GenHlth_Poor                                       -1.269763e-01   
MentHlth_0                                         -7.549470e-02   
MentHlth_1-5                                       -7.549470e-02   
MentHlth_6-10                                      -7.549470e-02   
MentHlth_11-15                                     -7.549470e-02   
MentHlth_16-20                                     -7.549470e-02   
MentHlth_21-25                                     -7.549470e-02   
MentHlth_26-30                                     -7.549470e-02   
PhysHlth_0                                         -1.955629e-01   
PhysHlth_1-5                                       -1.955629e-01   
PhysHlth_6-10                                      -1.955629e-01   
PhysHlth_11-15                                     -1.955629e-01   
PhysHlth_16-20                                     -1.955629e-01   
PhysHlth_21-25                                     -1.955629e-01   
PhysHlth_26-30                                     -1.955629e-01   
Education_Never attended school or only kinderg... -1.387781e-01   
Education_Elementary                               -1.387781e-01   
Education_Some high school                         -1.387781e-01   
Education_High school graduate                     -1.387781e-01   
Education_Some college or technical school         -1.387781e-01   
Education_College graduate                         -1.387781e-01   
Income_Less than $10,000                            1.621073e-03   
Income_$10,000-$14,999                              1.621073e-03   
Income_$15,000-$19,999                              1.621073e-03   
Income_$20,000-$24,999                              1.621073e-03   
Income_$25,000-$34,999                              1.621073e-03   
Income_$35,000-$49,999                              1.621073e-03   
Income_$50,000-$74,999                              1.621073e-03   
Income_$75,000 or more                              1.621073e-03   
Sex_Female                                          8.731678e-02   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           8.731678e-02   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC57          PC58  
HighBP                                             -0.000000e+00  0.000000e+00  
HighChol                                           -1.521932e-17  2.156070e-17  
CholCheck                                           3.616664e-16  5.024706e-16  
Smoker                                             -3.181756e-17  1.598497e-16  
Stroke                                              9.667106e-16  4.819864e-16  
HeartDiseaseorAttack                               -3.017091e-16 -4.268977e-17  
PhysActivity                                       -2.328322e-17 -5.584897e-17  
Fruits                                              8.087798e-17  6.303723e-17  
Veggies                                             5.177243e-18  3.946964e-16  
HvyAlcoholConsump                                  -9.713312e-18 -2.891920e-16  
AnyHealthcare                                       2.203450e-16 -1.882837e-16  
NoDocbcCost                                         6.195287e-17 -1.622893e-16  
DiffWalk                                            7.642583e-17  2.587622e-16  
BMI_Underweight                                     3.297554e-01 -2.757668e-01  
BMI_Healthy weight                                 -2.543363e-01  2.883426e-01  
BMI_Overweight                                     -1.599402e-01  5.016266e-01  
BMI_Class 1 Obesity                                 2.272341e-01 -4.826146e-01  
BMI_Class 2 Obesity                                -2.055192e-01 -3.733436e-03  
BMI_Class 3 Obesity                                -3.588027e-02  2.265572e-04  
GenHlth_Excellent                                   6.194384e-02 -8.654078e-02  
GenHlth_Very good                                   6.194384e-02 -8.654078e-02  
GenHlth_Good                                        6.194384e-02 -8.654078e-02  
GenHlth_Fair                                        6.194384e-02 -8.654078e-02  
GenHlth_Poor                                        6.194384e-02 -8.654078e-02  
MentHlth_0                                         -6.399840e-02 -9.862276e-02  
MentHlth_1-5                                       -6.399840e-02 -9.862276e-02  
MentHlth_6-10                                      -6.399840e-02 -9.862276e-02  
MentHlth_11-15                                     -6.399840e-02 -9.862276e-02  
MentHlth_16-20                                     -6.399840e-02 -9.862276e-02  
MentHlth_21-25                                     -6.399840e-02 -9.862276e-02  
MentHlth_26-30                                     -6.399840e-02 -9.862276e-02  
PhysHlth_0                                          7.561155e-02 -1.211258e-02  
PhysHlth_1-5                                        7.561155e-02 -1.211258e-02  
PhysHlth_6-10                                       7.561155e-02 -1.211258e-02  
PhysHlth_11-15                                      7.561155e-02 -1.211258e-02  
PhysHlth_16-20                                      7.561155e-02 -1.211258e-02  
PhysHlth_21-25                                      7.561155e-02 -1.211258e-02  
PhysHlth_26-30                                      7.561155e-02 -1.211258e-02  
Education_Never attended school or only kinderg...  1.197653e-01  1.572466e-01  
Education_Elementary                                1.197653e-01  1.572466e-01  
Education_Some high school                          1.197653e-01  1.572466e-01  
Education_High school graduate                      1.197653e-01  1.572466e-01  
Education_Some college or technical school          1.197653e-01  1.572466e-01  
Education_College graduate                          1.197653e-01  1.572466e-01  
Income_Less than $10,000                           -6.693528e-02 -1.229912e-02  
Income_$10,000-$14,999                             -6.693528e-02 -1.229912e-02  
Income_$15,000-$19,999                             -6.693528e-02 -1.229912e-02  
Income_$20,000-$24,999                             -6.693528e-02 -1.229912e-02  
Income_$25,000-$34,999                             -6.693528e-02 -1.229912e-02  
Income_$35,000-$49,999                             -6.693528e-02 -1.229912e-02  
Income_$50,000-$74,999                             -6.693528e-02 -1.229912e-02  
Income_$75,000 or more                             -6.693528e-02 -1.229912e-02  
Sex_Female                                          4.980222e-01  2.237446e-01  
Sex_Male                                           -0.000000e+00  0.000000e+00  
Age_18-29                                          -0.000000e+00  0.000000e+00  
Age_30-49                                           4.980221e-01  2.237446e-01  
Age_50-64                                          -0.000000e+00  0.000000e+00  
Age_65+                                            -0.000000e+00  0.000000e+00  

[58 rows x 58 columns]

PCA Results for Subset_18:
        PC1       PC2       PC3       PC4       PC5       PC6       PC7  \
0  0.318538 -0.414419  0.203534  1.116298 -0.171100 -0.965485 -0.396470   
1  0.639037 -0.690414  0.158547  1.074619 -0.218524  0.564983 -0.489433   
2  0.220085  0.397530 -0.767226  0.081066 -0.351433 -0.373966  0.784862   
3 -0.972074 -0.170975  0.960102  0.085461  0.477366 -0.259576 -0.016807   
4  0.432322 -1.586503  0.245292  0.246729  0.146624 -0.084108 -0.060362   

        PC8       PC9      PC10  ...          PC49  PC50  PC51  PC52  PC53  \
0 -0.475043  0.427778  0.021913  ... -8.369638e-18   0.0   0.0   0.0   0.0   
1 -0.659809  0.311709 -0.358670  ... -8.369638e-18   0.0   0.0   0.0   0.0   
2 -0.159253 -0.127183  0.629384  ...  1.026527e-16   0.0   0.0   0.0   0.0   
3  0.566774  0.297703  0.041853  ... -1.193919e-16   0.0   0.0   0.0   0.0   
4 -0.119888 -0.293943 -0.410388  ... -8.369638e-18   0.0   0.0   0.0   0.0   

           PC54          PC55          PC56          PC57          PC58  
0 -2.220446e-16  5.551115e-17 -4.163336e-17 -2.220446e-16 -4.440892e-16  
1  1.110223e-16  2.220446e-16  1.110223e-16 -1.110223e-16 -6.661338e-16  
2  1.110223e-16 -5.551115e-17  3.608225e-16  2.220446e-16 -1.110223e-16  
3  1.110223e-16  0.000000e+00  1.304512e-15  5.551115e-16 -7.771561e-16  
4  0.000000e+00  0.000000e+00 -3.330669e-16  1.110223e-16  3.330669e-16  

[5 rows x 58 columns]
No description has been provided for this image
For Subset_18, retain 24 components to explain 90% of the variance.


Explained Variance for Subset_19:
[1.18810322e-01 8.60618235e-02 7.38520996e-02 5.95698756e-02
 5.74371841e-02 5.56306867e-02 5.34735295e-02 4.92139566e-02
 4.48630376e-02 4.03281798e-02 3.79642597e-02 3.39523273e-02
 3.10762144e-02 3.01363099e-02 2.47810066e-02 2.07007474e-02
 1.67106244e-02 1.59710818e-02 1.41316235e-02 1.30294423e-02
 1.25704016e-02 1.10371865e-02 1.02324827e-02 9.84076114e-03
 8.86743299e-03 8.43526904e-03 7.94138989e-03 6.93516805e-03
 6.42537264e-03 5.95462064e-03 5.69253720e-03 5.27469252e-03
 4.78370741e-03 3.97841825e-03 3.84905798e-03 3.51589674e-03
 2.25470449e-03 1.83803118e-03 1.56691416e-03 1.19752321e-03
 1.14099356e-04 1.72987391e-17 7.12428969e-18 2.01954099e-18
 5.65551025e-20 1.98959081e-33 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00]

Cumulative Variance for Subset_19:
[0.11881032 0.20487215 0.27872424 0.33829412 0.3957313  0.45136199
 0.50483552 0.55404948 0.59891252 0.63924069 0.67720495 0.71115728
 0.7422335  0.77236981 0.79715081 0.81785156 0.83456218 0.85053327
 0.86466489 0.87769433 0.89026473 0.90130192 0.9115344  0.92137516
 0.9302426  0.93867787 0.94661926 0.95355442 0.9599798  0.96593442
 0.97162695 0.97690165 0.98168535 0.98566377 0.98951283 0.99302873
 0.99528343 0.99712146 0.99868838 0.9998859  1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.        ]

Loadings for Subset_19:
                                                             PC1  \
HighBP                                             -2.040338e-01   
HighChol                                           -1.340632e-01   
CholCheck                                           1.069470e-02   
Smoker                                             -2.365339e-01   
Stroke                                             -1.472733e-02   
HeartDiseaseorAttack                               -3.429150e-02   
PhysActivity                                        1.693426e-01   
Fruits                                              1.262508e-01   
Veggies                                             1.127553e-01   
HvyAlcoholConsump                                  -3.261178e-02   
AnyHealthcare                                       7.292239e-02   
NoDocbcCost                                        -1.175243e-01   
DiffWalk                                           -1.110746e-01   
BMI_Underweight                                     0.000000e+00   
BMI_Healthy weight                                  0.000000e+00   
BMI_Overweight                                     -2.067952e-25   
BMI_Class 1 Obesity                                -1.001134e-17   
BMI_Class 2 Obesity                                -6.462349e-27   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                   7.285944e-02   
GenHlth_Very good                                   3.172085e-01   
GenHlth_Good                                       -2.416071e-01   
GenHlth_Fair                                       -1.060666e-01   
GenHlth_Poor                                       -4.239428e-02   
MentHlth_0                                          2.213604e-01   
MentHlth_1-5                                       -6.886773e-02   
MentHlth_6-10                                      -3.416479e-02   
MentHlth_11-15                                     -3.004134e-02   
MentHlth_16-20                                     -1.736169e-02   
MentHlth_21-25                                     -9.037689e-03   
MentHlth_26-30                                     -6.188720e-02   
PhysHlth_0                                          2.608281e-01   
PhysHlth_1-5                                       -1.102723e-01   
PhysHlth_6-10                                      -3.434500e-02   
PhysHlth_11-15                                     -2.476521e-02   
PhysHlth_16-20                                     -1.218602e-02   
PhysHlth_21-25                                     -7.209974e-03   
PhysHlth_26-30                                     -7.204951e-02   
Education_Never attended school or only kinderg... -1.163692e-04   
Education_Elementary                               -1.526557e-02   
Education_Some high school                         -3.555075e-02   
Education_High school graduate                     -2.143336e-01   
Education_Some college or technical school         -1.610380e-01   
Education_College graduate                          4.263043e-01   
Income_Less than $10,000                           -3.854916e-02   
Income_$10,000-$14,999                             -3.696662e-02   
Income_$15,000-$19,999                             -4.608075e-02   
Income_$20,000-$24,999                             -4.612339e-02   
Income_$25,000-$34,999                             -6.020223e-02   
Income_$35,000-$49,999                             -9.634005e-02   
Income_$50,000-$74,999                             -1.030497e-01   
Income_$75,000 or more                              4.273119e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                           -1.001134e-17   
Age_18-29                                           0.000000e+00   
Age_30-49                                          -1.001134e-17   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC2  \
HighBP                                             -1.561316e-01   
HighChol                                           -2.163511e-01   
CholCheck                                          -2.470369e-02   
Smoker                                              1.414179e-01   
Stroke                                             -5.042938e-03   
HeartDiseaseorAttack                               -1.579413e-02   
PhysActivity                                       -5.099493e-02   
Fruits                                              3.398970e-02   
Veggies                                            -1.876784e-02   
HvyAlcoholConsump                                   4.398783e-03   
AnyHealthcare                                      -4.934792e-02   
NoDocbcCost                                        -3.053592e-02   
DiffWalk                                           -4.795127e-02   
BMI_Underweight                                    -0.000000e+00   
BMI_Healthy weight                                  6.776264e-21   
BMI_Overweight                                      8.470329e-22   
BMI_Class 1 Obesity                                 1.527419e-17   
BMI_Class 2 Obesity                                -0.000000e+00   
BMI_Class 3 Obesity                                -3.970467e-23   
GenHlth_Excellent                                   9.689803e-02   
GenHlth_Very good                                   8.056629e-02   
GenHlth_Good                                       -1.145822e-01   
GenHlth_Fair                                       -4.543407e-02   
GenHlth_Poor                                       -1.744810e-02   
MentHlth_0                                          3.948854e-01   
MentHlth_1-5                                       -2.794821e-01   
MentHlth_6-10                                      -4.304183e-02   
MentHlth_11-15                                     -2.241428e-02   
MentHlth_16-20                                     -1.375498e-02   
MentHlth_21-25                                     -6.458399e-03   
MentHlth_26-30                                     -2.973383e-02   
PhysHlth_0                                          4.428932e-01   
PhysHlth_1-5                                       -3.599400e-01   
PhysHlth_6-10                                      -2.667598e-02   
PhysHlth_11-15                                     -1.583764e-02   
PhysHlth_16-20                                     -6.098857e-03   
PhysHlth_21-25                                     -4.194530e-03   
PhysHlth_26-30                                     -3.014614e-02   
Education_Never attended school or only kinderg...  7.569888e-04   
Education_Elementary                                7.107783e-03   
Education_Some high school                          9.084897e-03   
Education_High school graduate                      2.001037e-01   
Education_Some college or technical school          1.757407e-01   
Education_College graduate                         -3.927941e-01   
Income_Less than $10,000                            1.840816e-03   
Income_$10,000-$14,999                             -2.300922e-03   
Income_$15,000-$19,999                              8.110841e-03   
Income_$20,000-$24,999                              1.607750e-02   
Income_$25,000-$34,999                              2.919593e-02   
Income_$35,000-$49,999                              6.448261e-02   
Income_$50,000-$74,999                              1.202157e-01   
Income_$75,000 or more                             -2.376224e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                            1.527389e-17   
Age_18-29                                          -0.000000e+00   
Age_30-49                                           1.527389e-17   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC3  \
HighBP                                              4.928256e-02   
HighChol                                            7.276497e-02   
CholCheck                                           6.468711e-03   
Smoker                                             -1.212759e-01   
Stroke                                             -5.719628e-03   
HeartDiseaseorAttack                               -8.298290e-03   
PhysActivity                                        1.180649e-02   
Fruits                                              3.417796e-02   
Veggies                                             1.450680e-02   
HvyAlcoholConsump                                   1.833472e-03   
AnyHealthcare                                       2.464539e-02   
NoDocbcCost                                        -3.421144e-02   
DiffWalk                                           -4.194236e-02   
BMI_Underweight                                    -8.673617e-19   
BMI_Healthy weight                                  2.168404e-19   
BMI_Overweight                                     -0.000000e+00   
BMI_Class 1 Obesity                                -1.813742e-17   
BMI_Class 2 Obesity                                -1.355253e-20   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                   7.051979e-02   
GenHlth_Very good                                  -5.988422e-01   
GenHlth_Good                                        6.172567e-01   
GenHlth_Fair                                       -6.226259e-02   
GenHlth_Poor                                       -2.667177e-02   
MentHlth_0                                          2.149175e-01   
MentHlth_1-5                                       -1.392577e-01   
MentHlth_6-10                                      -2.120291e-02   
MentHlth_11-15                                     -1.133211e-02   
MentHlth_16-20                                     -7.828251e-03   
MentHlth_21-25                                     -5.435486e-03   
MentHlth_26-30                                     -2.986102e-02   
PhysHlth_0                                          2.164884e-01   
PhysHlth_1-5                                       -1.493732e-01   
PhysHlth_6-10                                      -1.303809e-02   
PhysHlth_11-15                                     -1.339366e-02   
PhysHlth_16-20                                     -4.312087e-03   
PhysHlth_21-25                                     -2.448060e-03   
PhysHlth_26-30                                     -3.392329e-02   
Education_Never attended school or only kinderg...  9.868628e-05   
Education_Elementary                                2.979760e-03   
Education_Some high school                          5.773166e-03   
Education_High school graduate                      3.004536e-02   
Education_Some college or technical school         -1.872188e-01   
Education_College graduate                          1.483218e-01   
Income_Less than $10,000                           -8.578277e-03   
Income_$10,000-$14,999                             -1.328193e-02   
Income_$15,000-$19,999                             -1.697721e-02   
Income_$20,000-$24,999                              8.039932e-04   
Income_$25,000-$34,999                             -2.441011e-02   
Income_$35,000-$49,999                             -3.075610e-02   
Income_$50,000-$74,999                             -5.567946e-02   
Income_$75,000 or more                              1.488791e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -1.815369e-17   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -1.815369e-17   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC4  \
HighBP                                             -2.285444e-01   
HighChol                                           -2.572269e-01   
CholCheck                                          -4.782031e-03   
Smoker                                              1.816173e-02   
Stroke                                             -6.022434e-03   
HeartDiseaseorAttack                               -1.743118e-02   
PhysActivity                                        1.702344e-01   
Fruits                                              5.877127e-01   
Veggies                                             3.194519e-01   
HvyAlcoholConsump                                  -1.266917e-02   
AnyHealthcare                                       7.343988e-03   
NoDocbcCost                                        -9.474435e-03   
DiffWalk                                           -2.568678e-02   
BMI_Underweight                                    -2.775558e-17   
BMI_Healthy weight                                  1.387779e-17   
BMI_Overweight                                      1.387779e-17   
BMI_Class 1 Obesity                                 5.972124e-17   
BMI_Class 2 Obesity                                 6.938894e-18   
BMI_Class 3 Obesity                                 3.469447e-18   
GenHlth_Excellent                                   1.126546e-01   
GenHlth_Very good                                  -1.674379e-01   
GenHlth_Good                                        1.372632e-01   
GenHlth_Fair                                       -7.336059e-02   
GenHlth_Poor                                       -9.119312e-03   
MentHlth_0                                         -1.044768e-01   
MentHlth_1-5                                        7.418187e-02   
MentHlth_6-10                                       2.568759e-02   
MentHlth_11-15                                      2.798843e-03   
MentHlth_16-20                                      1.117821e-03   
MentHlth_21-25                                     -3.159723e-03   
MentHlth_26-30                                      3.850385e-03   
PhysHlth_0                                         -1.209578e-01   
PhysHlth_1-5                                        1.296057e-01   
PhysHlth_6-10                                      -1.374728e-03   
PhysHlth_11-15                                     -3.571000e-04   
PhysHlth_16-20                                     -2.397209e-03   
PhysHlth_21-25                                     -9.807848e-04   
PhysHlth_26-30                                     -3.538117e-03   
Education_Never attended school or only kinderg...  5.963893e-05   
Education_Elementary                               -3.110261e-03   
Education_Some high school                         -1.237185e-02   
Education_High school graduate                     -2.992502e-01   
Education_Some college or technical school          4.249121e-01   
Education_College graduate                         -1.102394e-01   
Income_Less than $10,000                           -1.635036e-02   
Income_$10,000-$14,999                             -2.240121e-02   
Income_$15,000-$19,999                             -8.550909e-03   
Income_$20,000-$24,999                             -5.064213e-03   
Income_$25,000-$34,999                             -6.561301e-04   
Income_$35,000-$49,999                              3.788064e-02   
Income_$50,000-$74,999                              5.797285e-02   
Income_$75,000 or more                             -4.283067e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                            5.141936e-17   
Age_18-29                                          -0.000000e+00   
Age_30-49                                           5.141936e-17   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC5  \
HighBP                                              1.809151e-01   
HighChol                                            1.584334e-01   
CholCheck                                           2.336407e-02   
Smoker                                              1.363695e-01   
Stroke                                              8.055638e-03   
HeartDiseaseorAttack                                2.486170e-02   
PhysActivity                                        9.442767e-03   
Fruits                                              5.708442e-01   
Veggies                                             2.622747e-01   
HvyAlcoholConsump                                  -5.663047e-03   
AnyHealthcare                                      -3.782734e-02   
NoDocbcCost                                         6.203309e-02   
DiffWalk                                            6.898306e-02   
BMI_Underweight                                    -0.000000e+00   
BMI_Healthy weight                                 -5.551115e-17   
BMI_Overweight                                     -0.000000e+00   
BMI_Class 1 Obesity                                 4.714664e-17   
BMI_Class 2 Obesity                                -5.551115e-17   
BMI_Class 3 Obesity                                -1.110223e-16   
GenHlth_Excellent                                   4.414225e-03   
GenHlth_Very good                                   4.319004e-02   
GenHlth_Good                                       -1.438398e-01   
GenHlth_Fair                                        7.064055e-02   
GenHlth_Poor                                        2.559497e-02   
MentHlth_0                                          1.142543e-01   
MentHlth_1-5                                       -1.204354e-01   
MentHlth_6-10                                      -1.200659e-02   
MentHlth_11-15                                      7.200579e-03   
MentHlth_16-20                                      3.653103e-03   
MentHlth_21-25                                     -2.838483e-04   
MentHlth_26-30                                      7.617925e-03   
PhysHlth_0                                         -8.898617e-02   
PhysHlth_1-5                                        9.517230e-03   
PhysHlth_6-10                                       6.452142e-03   
PhysHlth_11-15                                      1.845266e-02   
PhysHlth_16-20                                      5.943238e-03   
PhysHlth_21-25                                      6.477307e-03   
PhysHlth_26-30                                      4.214359e-02   
Education_Never attended school or only kinderg...  3.742980e-04   
Education_Elementary                                8.436928e-03   
Education_Some high school                          1.200541e-02   
Education_High school graduate                      2.907614e-01   
Education_Some college or technical school         -4.930126e-01   
Education_College graduate                          1.814346e-01   
Income_Less than $10,000                            9.551721e-03   
Income_$10,000-$14,999                              1.308600e-02   
Income_$15,000-$19,999                              1.478983e-02   
Income_$20,000-$24,999                              3.386028e-02   
Income_$25,000-$34,999                              1.706580e-02   
Income_$35,000-$49,999                              3.813586e-02   
Income_$50,000-$74,999                              1.356668e-01   
Income_$75,000 or more                             -2.621563e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -6.263497e-17   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -6.263497e-17   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC6  \
HighBP                                              4.685831e-01   
HighChol                                            5.239721e-01   
CholCheck                                           3.854118e-02   
Smoker                                              2.519491e-01   
Stroke                                              3.980515e-03   
HeartDiseaseorAttack                                2.841270e-02   
PhysActivity                                        2.564659e-02   
Fruits                                              1.656526e-01   
Veggies                                             1.520000e-01   
HvyAlcoholConsump                                   4.510607e-02   
AnyHealthcare                                       4.410441e-02   
NoDocbcCost                                         6.339053e-03   
DiffWalk                                            1.889970e-02   
BMI_Underweight                                    -5.551115e-17   
BMI_Healthy weight                                  6.938894e-18   
BMI_Overweight                                      5.551115e-17   
BMI_Class 1 Obesity                                 5.822870e-17   
BMI_Class 2 Obesity                                -5.551115e-17   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                  -8.323696e-02   
GenHlth_Very good                                   8.937977e-02   
GenHlth_Good                                       -4.005353e-02   
GenHlth_Fair                                        1.793878e-02   
GenHlth_Poor                                        1.597193e-02   
MentHlth_0                                         -4.978236e-02   
MentHlth_1-5                                        2.606342e-02   
MentHlth_6-10                                       4.108982e-03   
MentHlth_11-15                                      3.664416e-03   
MentHlth_16-20                                      1.233660e-03   
MentHlth_21-25                                     -1.036167e-03   
MentHlth_26-30                                      1.574805e-02   
PhysHlth_0                                          2.452210e-01   
PhysHlth_1-5                                       -2.616023e-01   
PhysHlth_6-10                                      -2.712527e-03   
PhysHlth_11-15                                      2.060961e-03   
PhysHlth_16-20                                      3.248566e-03   
PhysHlth_21-25                                     -1.395858e-03   
PhysHlth_26-30                                      1.518020e-02   
Education_Never attended school or only kinderg... -3.852505e-04   
Education_Elementary                               -3.305811e-03   
Education_Some high school                         -1.131213e-03   
Education_High school graduate                     -1.859978e-01   
Education_Some college or technical school          3.052825e-01   
Education_College graduate                         -1.144624e-01   
Income_Less than $10,000                            5.925656e-03   
Income_$10,000-$14,999                              3.010291e-03   
Income_$15,000-$19,999                             -1.060525e-02   
Income_$20,000-$24,999                             -1.835944e-02   
Income_$25,000-$34,999                             -3.206819e-02   
Income_$35,000-$49,999                             -6.915290e-02   
Income_$50,000-$74,999                             -1.401169e-01   
Income_$75,000 or more                              2.613668e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            4.135215e-17   
Age_18-29                                           0.000000e+00   
Age_30-49                                           4.135215e-17   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC7  \
HighBP                                              1.637356e-01   
HighChol                                            1.385795e-01   
CholCheck                                           2.647819e-02   
Smoker                                             -1.997835e-01   
Stroke                                              4.215525e-03   
HeartDiseaseorAttack                                1.620303e-02   
PhysActivity                                       -6.325310e-02   
Fruits                                             -1.808531e-02   
Veggies                                            -8.290227e-03   
HvyAlcoholConsump                                  -2.659572e-02   
AnyHealthcare                                       1.461042e-02   
NoDocbcCost                                        -8.559291e-03   
DiffWalk                                            2.960749e-02   
BMI_Underweight                                     5.551115e-17   
BMI_Healthy weight                                 -2.775558e-17   
BMI_Overweight                                     -0.000000e+00   
BMI_Class 1 Obesity                                -1.857615e-17   
BMI_Class 2 Obesity                                -0.000000e+00   
BMI_Class 3 Obesity                                -5.551115e-17   
GenHlth_Excellent                                   1.269288e-02   
GenHlth_Very good                                   9.969147e-03   
GenHlth_Good                                       -6.756281e-02   
GenHlth_Fair                                        3.254002e-02   
GenHlth_Poor                                        1.236076e-02   
MentHlth_0                                          5.593573e-01   
MentHlth_1-5                                       -4.632927e-01   
MentHlth_6-10                                      -3.356072e-02   
MentHlth_11-15                                     -1.868047e-02   
MentHlth_16-20                                     -1.334886e-02   
MentHlth_21-25                                     -1.648193e-03   
MentHlth_26-30                                     -2.882639e-02   
PhysHlth_0                                         -4.065864e-01   
PhysHlth_1-5                                        3.487496e-01   
PhysHlth_6-10                                       1.731023e-02   
PhysHlth_11-15                                      1.188020e-02   
PhysHlth_16-20                                      2.070698e-03   
PhysHlth_21-25                                      1.178895e-04   
PhysHlth_26-30                                      2.645776e-02   
Education_Never attended school or only kinderg...  1.294857e-05   
Education_Elementary                               -1.468811e-03   
Education_Some high school                         -1.928278e-03   
Education_High school graduate                     -7.852890e-02   
Education_Some college or technical school          2.035081e-01   
Education_College graduate                         -1.215950e-01   
Income_Less than $10,000                           -7.564728e-05   
Income_$10,000-$14,999                              2.207510e-03   
Income_$15,000-$19,999                             -4.621112e-03   
Income_$20,000-$24,999                              3.405874e-03   
Income_$25,000-$34,999                             -1.010523e-02   
Income_$35,000-$49,999                             -1.455942e-02   
Income_$50,000-$74,999                             -8.734325e-02   
Income_$75,000 or more                              1.110913e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                            2.655048e-17   
Age_18-29                                          -0.000000e+00   
Age_30-49                                           2.655048e-17   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC8  \
HighBP                                             -1.205372e-01   
HighChol                                           -2.257994e-01   
CholCheck                                           5.292300e-03   
Smoker                                              3.646582e-01   
Stroke                                              6.293132e-04   
HeartDiseaseorAttack                               -5.308717e-04   
PhysActivity                                       -2.863632e-02   
Fruits                                              1.025338e-01   
Veggies                                             5.462525e-02   
HvyAlcoholConsump                                   3.807575e-02   
AnyHealthcare                                       1.780216e-02   
NoDocbcCost                                        -4.418807e-02   
DiffWalk                                           -6.669065e-03   
BMI_Underweight                                     5.551115e-17   
BMI_Healthy weight                                  2.775558e-17   
BMI_Overweight                                      1.665335e-16   
BMI_Class 1 Obesity                                -7.291367e-17   
BMI_Class 2 Obesity                                 1.387779e-17   
BMI_Class 3 Obesity                                -5.551115e-17   
GenHlth_Excellent                                  -3.106585e-02   
GenHlth_Very good                                   1.055622e-02   
GenHlth_Good                                        4.255434e-02   
GenHlth_Fair                                       -1.676503e-02   
GenHlth_Poor                                       -5.279672e-03   
MentHlth_0                                         -3.772204e-02   
MentHlth_1-5                                        2.374031e-02   
MentHlth_6-10                                       7.879448e-03   
MentHlth_11-15                                      8.504444e-03   
MentHlth_16-20                                     -8.412111e-04   
MentHlth_21-25                                      6.462562e-04   
MentHlth_26-30                                     -2.207209e-03   
PhysHlth_0                                         -1.221718e-01   
PhysHlth_1-5                                        1.151129e-01   
PhysHlth_6-10                                       1.077141e-02   
PhysHlth_11-15                                      3.835255e-03   
PhysHlth_16-20                                     -2.630751e-03   
PhysHlth_21-25                                      5.819233e-06   
PhysHlth_26-30                                     -4.922850e-03   
Education_Never attended school or only kinderg... -3.204640e-04   
Education_Elementary                               -7.834403e-03   
Education_Some high school                         -8.536211e-03   
Education_High school graduate                      4.353452e-01   
Education_Some college or technical school         -1.289010e-01   
Education_College graduate                         -2.897531e-01   
Income_Less than $10,000                           -3.461250e-03   
Income_$10,000-$14,999                              2.708513e-03   
Income_$15,000-$19,999                              5.627985e-03   
Income_$20,000-$24,999                              6.014862e-03   
Income_$25,000-$34,999                             -1.619005e-02   
Income_$35,000-$49,999                             -5.787703e-02   
Income_$50,000-$74,999                             -4.447577e-01   
Income_$75,000 or more                              5.079346e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -1.780455e-17   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -1.780455e-17   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC9  \
HighBP                                             -1.709204e-01   
HighChol                                           -3.143896e-02   
CholCheck                                          -2.801312e-02   
Smoker                                              7.723875e-01   
Stroke                                             -2.216229e-03   
HeartDiseaseorAttack                               -6.907363e-03   
PhysActivity                                       -3.979747e-02   
Fruits                                             -2.304855e-01   
Veggies                                             8.601361e-02   
HvyAlcoholConsump                                   3.913008e-02   
AnyHealthcare                                       6.087186e-03   
NoDocbcCost                                        -1.079361e-02   
DiffWalk                                           -9.991019e-03   
BMI_Underweight                                    -5.551115e-17   
BMI_Healthy weight                                 -5.551115e-17   
BMI_Overweight                                      5.551115e-17   
BMI_Class 1 Obesity                                 7.632095e-17   
BMI_Class 2 Obesity                                 1.387779e-17   
BMI_Class 3 Obesity                                 1.387779e-17   
GenHlth_Excellent                                  -7.174918e-02   
GenHlth_Very good                                   1.495456e-02   
GenHlth_Good                                        1.057620e-01   
GenHlth_Fair                                       -4.940127e-02   
GenHlth_Poor                                        4.339062e-04   
MentHlth_0                                          1.631517e-01   
MentHlth_1-5                                       -1.623646e-01   
MentHlth_6-10                                      -6.841495e-03   
MentHlth_11-15                                      1.011442e-03   
MentHlth_16-20                                      3.871107e-03   
MentHlth_21-25                                      2.406751e-03   
MentHlth_26-30                                     -1.234927e-03   
PhysHlth_0                                         -8.285793e-02   
PhysHlth_1-5                                        8.677137e-02   
PhysHlth_6-10                                       2.689730e-03   
PhysHlth_11-15                                     -4.708120e-03   
PhysHlth_16-20                                     -5.255017e-04   
PhysHlth_21-25                                      9.147688e-05   
PhysHlth_26-30                                     -1.461030e-03   
Education_Never attended school or only kinderg... -3.832139e-04   
Education_Elementary                                2.895489e-03   
Education_Some high school                          2.267854e-02   
Education_High school graduate                     -3.080482e-01   
Education_Some college or technical school         -3.126341e-02   
Education_College graduate                          3.141208e-01   
Income_Less than $10,000                           -4.124994e-03   
Income_$10,000-$14,999                             -6.332838e-03   
Income_$15,000-$19,999                             -4.524742e-03   
Income_$20,000-$24,999                             -1.084170e-02   
Income_$25,000-$34,999                             -3.468860e-02   
Income_$35,000-$49,999                             -3.322177e-02   
Income_$50,000-$74,999                              1.469960e-01   
Income_$75,000 or more                             -5.326134e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                           -3.570234e-18   
Age_18-29                                           0.000000e+00   
Age_30-49                                          -3.570234e-18   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC10  ...  PC49  \
HighBP                                             -9.054908e-02  ...  -0.0   
HighChol                                            9.165190e-03  ...  -0.0   
CholCheck                                          -1.407520e-02  ...  -0.0   
Smoker                                              7.072683e-02  ...  -0.0   
Stroke                                              1.411118e-02  ...  -0.0   
HeartDiseaseorAttack                                2.890249e-02  ...  -0.0   
PhysActivity                                       -1.687313e-01  ...  -0.0   
Fruits                                             -3.972223e-02  ...  -0.0   
Veggies                                            -2.968275e-02  ...  -0.0   
HvyAlcoholConsump                                   2.646672e-03  ...  -0.0   
AnyHealthcare                                      -5.768748e-02  ...  -0.0   
NoDocbcCost                                         7.547874e-02  ...  -0.0   
DiffWalk                                            1.543348e-01  ...  -0.0   
BMI_Underweight                                     5.551115e-17  ...  -0.0   
BMI_Healthy weight                                  5.551115e-17  ...  -0.0   
BMI_Overweight                                     -2.775558e-17  ...  -0.0   
BMI_Class 1 Obesity                                -7.072279e-17  ...  -0.0   
BMI_Class 2 Obesity                                -5.551115e-17  ...  -0.0   
BMI_Class 3 Obesity                                 5.551115e-17  ...  -0.0   
GenHlth_Excellent                                   5.509184e-01  ...  -0.0   
GenHlth_Very good                                  -4.379872e-01  ...  -0.0   
GenHlth_Good                                       -4.614751e-01  ...  -0.0   
GenHlth_Fair                                        2.781004e-01  ...  -0.0   
GenHlth_Poor                                        7.044345e-02  ...  -0.0   
MentHlth_0                                         -7.077042e-02  ...  -0.0   
MentHlth_1-5                                       -5.720212e-02  ...  -0.0   
MentHlth_6-10                                       1.287428e-02  ...  -0.0   
MentHlth_11-15                                      2.449722e-02  ...  -0.0   
MentHlth_16-20                                      1.515006e-02  ...  -0.0   
MentHlth_21-25                                      8.039341e-03  ...  -0.0   
MentHlth_26-30                                      6.741164e-02  ...  -0.0   
PhysHlth_0                                         -3.610688e-02  ...  -0.0   
PhysHlth_1-5                                       -1.568926e-01  ...  -0.0   
PhysHlth_6-10                                       2.124856e-02  ...  -0.0   
PhysHlth_11-15                                      3.205260e-02  ...  -0.0   
PhysHlth_16-20                                      1.384934e-02  ...  -0.0   
PhysHlth_21-25                                      7.039697e-03  ...  -0.0   
PhysHlth_26-30                                      1.188093e-01  ...  -0.0   
Education_Never attended school or only kinderg...  2.682462e-04  ...  -0.0   
Education_Elementary                                2.027531e-02  ...  -0.0   
Education_Some high school                          4.441178e-02  ...  -0.0   
Education_High school graduate                     -1.378255e-01  ...  -0.0   
Education_Some college or technical school         -1.052295e-02  ...  -0.0   
Education_College graduate                          8.339316e-02  ...  -0.0   
Income_Less than $10,000                            4.839417e-02  ...  -0.0   
Income_$10,000-$14,999                              4.961849e-02  ...  -0.0   
Income_$15,000-$19,999                              4.571404e-02  ...  -0.0   
Income_$20,000-$24,999                              1.481247e-02  ...  -0.0   
Income_$25,000-$34,999                              2.180799e-02  ...  -0.0   
Income_$35,000-$49,999                             -6.363915e-02  ...  -0.0   
Income_$50,000-$74,999                             -1.778593e-01  ...  -0.0   
Income_$75,000 or more                              6.115125e-02  ...  -0.0   
Sex_Female                                         -0.000000e+00  ...  -0.0   
Sex_Male                                           -2.424217e-18  ...  -0.0   
Age_18-29                                          -0.000000e+00  ...   1.0   
Age_30-49                                          -2.424217e-18  ...  -0.0   
Age_50-64                                          -0.000000e+00  ...  -0.0   
Age_65+                                            -0.000000e+00  ...  -0.0   

                                                            PC50  \
HighBP                                              0.000000e+00   
HighChol                                           -4.815097e-33   
CholCheck                                           7.938594e-32   
Smoker                                             -1.499677e-31   
Stroke                                             -1.540440e-30   
HeartDiseaseorAttack                                6.629096e-31   
PhysActivity                                       -2.271732e-31   
Fruits                                             -1.728656e-33   
Veggies                                             1.612268e-31   
HvyAlcoholConsump                                   3.009335e-31   
AnyHealthcare                                       7.173757e-32   
NoDocbcCost                                         5.339152e-32   
DiffWalk                                            6.628436e-31   
BMI_Underweight                                    -3.016502e-17   
BMI_Healthy weight                                  5.399429e-16   
BMI_Overweight                                     -8.530195e-16   
BMI_Class 1 Obesity                                 1.993478e-16   
BMI_Class 2 Obesity                                -7.322986e-16   
BMI_Class 3 Obesity                                -3.625962e-17   
GenHlth_Excellent                                  -6.256743e-17   
GenHlth_Very good                                  -6.256743e-17   
GenHlth_Good                                       -6.256743e-17   
GenHlth_Fair                                       -6.256743e-17   
GenHlth_Poor                                       -6.256743e-17   
MentHlth_0                                         -1.356362e-16   
MentHlth_1-5                                       -1.356362e-16   
MentHlth_6-10                                      -1.356362e-16   
MentHlth_11-15                                     -1.356362e-16   
MentHlth_16-20                                     -1.356362e-16   
MentHlth_21-25                                     -1.356362e-16   
MentHlth_26-30                                     -1.356362e-16   
PhysHlth_0                                         -2.624004e-16   
PhysHlth_1-5                                       -2.624004e-16   
PhysHlth_6-10                                      -2.624004e-16   
PhysHlth_11-15                                     -2.624004e-16   
PhysHlth_16-20                                     -2.624004e-16   
PhysHlth_21-25                                     -2.624004e-16   
PhysHlth_26-30                                     -2.624004e-16   
Education_Never attended school or only kinderg... -3.067451e-16   
Education_Elementary                               -3.067451e-16   
Education_Some high school                         -3.067451e-16   
Education_High school graduate                     -3.067451e-16   
Education_Some college or technical school         -3.067451e-16   
Education_College graduate                         -3.067451e-16   
Income_Less than $10,000                            2.032577e-16   
Income_$10,000-$14,999                              2.032577e-16   
Income_$15,000-$19,999                              2.032577e-16   
Income_$20,000-$24,999                              2.032577e-16   
Income_$25,000-$34,999                              2.032577e-16   
Income_$35,000-$49,999                              2.032577e-16   
Income_$50,000-$74,999                              2.032577e-16   
Income_$75,000 or more                              2.032577e-16   
Sex_Female                                          1.000000e+00   
Sex_Male                                            1.800677e-08   
Age_18-29                                           0.000000e+00   
Age_30-49                                          -1.800677e-08   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC51  \
HighBP                                              8.892315e-17   
HighChol                                           -3.726785e-17   
CholCheck                                          -1.724117e-16   
Smoker                                             -1.005917e-16   
Stroke                                             -1.499891e-15   
HeartDiseaseorAttack                               -1.840333e-16   
PhysActivity                                       -1.845362e-17   
Fruits                                             -4.397762e-17   
Veggies                                             6.898617e-17   
HvyAlcoholConsump                                   1.064942e-16   
AnyHealthcare                                       2.363417e-16   
NoDocbcCost                                         5.757989e-17   
DiffWalk                                           -2.153666e-16   
BMI_Underweight                                    -1.247947e-01   
BMI_Healthy weight                                 -1.367576e-01   
BMI_Overweight                                      8.377379e-02   
BMI_Class 1 Obesity                                 2.575237e-01   
BMI_Class 2 Obesity                                 9.632561e-02   
BMI_Class 3 Obesity                                 5.117188e-02   
GenHlth_Excellent                                   9.777108e-02   
GenHlth_Very good                                   9.777108e-02   
GenHlth_Good                                        9.777108e-02   
GenHlth_Fair                                        9.777108e-02   
GenHlth_Poor                                        9.777108e-02   
MentHlth_0                                         -2.079326e-01   
MentHlth_1-5                                       -2.079326e-01   
MentHlth_6-10                                      -2.079326e-01   
MentHlth_11-15                                     -2.079326e-01   
MentHlth_16-20                                     -2.079326e-01   
MentHlth_21-25                                     -2.079326e-01   
MentHlth_26-30                                     -2.079326e-01   
PhysHlth_0                                         -1.271790e-01   
PhysHlth_1-5                                       -1.271790e-01   
PhysHlth_6-10                                      -1.271790e-01   
PhysHlth_11-15                                     -1.271790e-01   
PhysHlth_16-20                                     -1.271790e-01   
PhysHlth_21-25                                     -1.271790e-01   
PhysHlth_26-30                                     -1.271790e-01   
Education_Never attended school or only kinderg...  1.389616e-01   
Education_Elementary                                1.389616e-01   
Education_Some high school                          1.389616e-01   
Education_High school graduate                      1.389616e-01   
Education_Some college or technical school          1.389616e-01   
Education_College graduate                          1.389616e-01   
Income_Less than $10,000                            1.769980e-01   
Income_$10,000-$14,999                              1.769980e-01   
Income_$15,000-$19,999                              1.769980e-01   
Income_$20,000-$24,999                              1.769980e-01   
Income_$25,000-$34,999                              1.769980e-01   
Income_$35,000-$49,999                              1.769980e-01   
Income_$50,000-$74,999                              1.769980e-01   
Income_$75,000 or more                              1.769980e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            1.586387e-01   
Age_18-29                                           0.000000e+00   
Age_30-49                                           1.586387e-01   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC52  \
HighBP                                              0.000000e+00   
HighChol                                            9.148473e-18   
CholCheck                                          -1.184184e-16   
Smoker                                             -1.671491e-17   
Stroke                                              9.596788e-17   
HeartDiseaseorAttack                               -1.192756e-16   
PhysActivity                                        2.143239e-17   
Fruits                                              6.783992e-17   
Veggies                                            -9.187103e-17   
HvyAlcoholConsump                                   1.471907e-16   
AnyHealthcare                                      -2.973831e-16   
NoDocbcCost                                        -3.474435e-17   
DiffWalk                                           -4.199427e-17   
BMI_Underweight                                     3.319967e-01   
BMI_Healthy weight                                 -9.194684e-02   
BMI_Overweight                                     -1.626399e-01   
BMI_Class 1 Obesity                                -7.659107e-02   
BMI_Class 2 Obesity                                 4.442169e-01   
BMI_Class 3 Obesity                                 5.268972e-01   
GenHlth_Excellent                                   3.831448e-02   
GenHlth_Very good                                   3.831448e-02   
GenHlth_Good                                        3.831448e-02   
GenHlth_Fair                                        3.831448e-02   
GenHlth_Poor                                        3.831448e-02   
MentHlth_0                                         -6.359913e-02   
MentHlth_1-5                                       -6.359913e-02   
MentHlth_6-10                                      -6.359913e-02   
MentHlth_11-15                                     -6.359913e-02   
MentHlth_16-20                                     -6.359913e-02   
MentHlth_21-25                                     -6.359913e-02   
MentHlth_26-30                                     -6.359913e-02   
PhysHlth_0                                          7.367264e-02   
PhysHlth_1-5                                        7.367264e-02   
PhysHlth_6-10                                       7.367264e-02   
PhysHlth_11-15                                      7.367264e-02   
PhysHlth_16-20                                      7.367264e-02   
PhysHlth_21-25                                      7.367264e-02   
PhysHlth_26-30                                      7.367264e-02   
Education_Never attended school or only kinderg...  5.856410e-02   
Education_Elementary                                5.856410e-02   
Education_Some high school                          5.856410e-02   
Education_High school graduate                      5.856410e-02   
Education_Some college or technical school          5.856410e-02   
Education_College graduate                          5.856410e-02   
Income_Less than $10,000                            1.155635e-02   
Income_$10,000-$14,999                              1.155635e-02   
Income_$15,000-$19,999                              1.155635e-02   
Income_$20,000-$24,999                              1.155635e-02   
Income_$25,000-$34,999                              1.155635e-02   
Income_$35,000-$49,999                              1.155635e-02   
Income_$50,000-$74,999                              1.155635e-02   
Income_$75,000 or more                              1.155635e-02   
Sex_Female                                         -2.498002e-16   
Sex_Male                                           -3.733378e-01   
Age_18-29                                           0.000000e+00   
Age_30-49                                          -3.733378e-01   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC53  \
HighBP                                             -0.000000e+00   
HighChol                                            5.150251e-17   
CholCheck                                           2.679999e-16   
Smoker                                             -2.902688e-17   
Stroke                                             -7.612429e-16   
HeartDiseaseorAttack                               -5.167122e-16   
PhysActivity                                       -1.034425e-16   
Fruits                                             -1.396408e-16   
Veggies                                            -1.104933e-17   
HvyAlcoholConsump                                   1.620746e-16   
AnyHealthcare                                       2.166857e-16   
NoDocbcCost                                        -4.693774e-17   
DiffWalk                                           -2.716242e-16   
BMI_Underweight                                    -6.101576e-02   
BMI_Healthy weight                                  3.812095e-01   
BMI_Overweight                                      2.964319e-01   
BMI_Class 1 Obesity                                -3.092661e-01   
BMI_Class 2 Obesity                                -3.124475e-01   
BMI_Class 3 Obesity                                 3.321468e-02   
GenHlth_Excellent                                   9.380709e-02   
GenHlth_Very good                                   9.380709e-02   
GenHlth_Good                                        9.380709e-02   
GenHlth_Fair                                        9.380709e-02   
GenHlth_Poor                                        9.380709e-02   
MentHlth_0                                          1.106855e-01   
MentHlth_1-5                                        1.106855e-01   
MentHlth_6-10                                       1.106855e-01   
MentHlth_11-15                                      1.106855e-01   
MentHlth_16-20                                      1.106855e-01   
MentHlth_21-25                                      1.106855e-01   
MentHlth_26-30                                      1.106855e-01   
PhysHlth_0                                          4.999286e-02   
PhysHlth_1-5                                        4.999286e-02   
PhysHlth_6-10                                       4.999286e-02   
PhysHlth_11-15                                      4.999286e-02   
PhysHlth_16-20                                      4.999286e-02   
PhysHlth_21-25                                      4.999286e-02   
PhysHlth_26-30                                      4.999286e-02   
Education_Never attended school or only kinderg...  2.055183e-01   
Education_Elementary                                2.055183e-01   
Education_Some high school                          2.055183e-01   
Education_High school graduate                      2.055183e-01   
Education_Some college or technical school          2.055183e-01   
Education_College graduate                          2.055183e-01   
Income_Less than $10,000                            1.190496e-01   
Income_$10,000-$14,999                              1.190496e-01   
Income_$15,000-$19,999                              1.190496e-01   
Income_$20,000-$24,999                              1.190496e-01   
Income_$25,000-$34,999                              1.190496e-01   
Income_$35,000-$49,999                              1.190496e-01   
Income_$50,000-$74,999                              1.190496e-01   
Income_$75,000 or more                              1.190496e-01   
Sex_Female                                         -2.081668e-17   
Sex_Male                                           -1.653036e-01   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -1.653036e-01   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC54  \
HighBP                                              0.000000e+00   
HighChol                                            2.710659e-17   
CholCheck                                          -1.163051e-16   
Smoker                                             -2.260292e-17   
Stroke                                              1.113792e-15   
HeartDiseaseorAttack                               -1.668082e-16   
PhysActivity                                       -6.263840e-17   
Fruits                                              7.864281e-17   
Veggies                                            -6.111685e-17   
HvyAlcoholConsump                                  -1.045047e-16   
AnyHealthcare                                       1.128123e-16   
NoDocbcCost                                         5.387578e-17   
DiffWalk                                            1.482927e-16   
BMI_Underweight                                     4.851385e-01   
BMI_Healthy weight                                  1.858301e-01   
BMI_Overweight                                     -1.374141e-01   
BMI_Class 1 Obesity                                -3.972983e-01   
BMI_Class 2 Obesity                                 5.163699e-02   
BMI_Class 3 Obesity                                -2.276675e-01   
GenHlth_Excellent                                  -7.621261e-03   
GenHlth_Very good                                  -7.621261e-03   
GenHlth_Good                                       -7.621261e-03   
GenHlth_Fair                                       -7.621261e-03   
GenHlth_Poor                                       -7.621261e-03   
MentHlth_0                                         -8.540485e-02   
MentHlth_1-5                                       -8.540485e-02   
MentHlth_6-10                                      -8.540485e-02   
MentHlth_11-15                                     -8.540485e-02   
MentHlth_16-20                                     -8.540485e-02   
MentHlth_21-25                                     -8.540485e-02   
MentHlth_26-30                                     -8.540485e-02   
PhysHlth_0                                          1.171702e-01   
PhysHlth_1-5                                        1.171702e-01   
PhysHlth_6-10                                       1.171702e-01   
PhysHlth_11-15                                      1.171702e-01   
PhysHlth_16-20                                      1.171702e-01   
PhysHlth_21-25                                      1.171702e-01   
PhysHlth_26-30                                      1.171702e-01   
Education_Never attended school or only kinderg... -1.095601e-01   
Education_Elementary                               -1.095601e-01   
Education_Some high school                         -1.095601e-01   
Education_High school graduate                     -1.095601e-01   
Education_Some college or technical school         -1.095601e-01   
Education_College graduate                         -1.095601e-01   
Income_Less than $10,000                            1.472581e-01   
Income_$10,000-$14,999                              1.472581e-01   
Income_$15,000-$19,999                              1.472581e-01   
Income_$20,000-$24,999                              1.472581e-01   
Income_$25,000-$34,999                              1.472581e-01   
Income_$35,000-$49,999                              1.472581e-01   
Income_$50,000-$74,999                              1.472581e-01   
Income_$75,000 or more                              1.472581e-01   
Sex_Female                                          2.775558e-17   
Sex_Male                                            2.301411e-01   
Age_18-29                                           0.000000e+00   
Age_30-49                                           2.301411e-01   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC55  \
HighBP                                              0.000000e+00   
HighChol                                            1.030050e-16   
CholCheck                                           6.933025e-17   
Smoker                                             -2.787990e-17   
Stroke                                              7.597565e-16   
HeartDiseaseorAttack                               -9.004795e-17   
PhysActivity                                       -1.116413e-16   
Fruits                                             -4.643219e-17   
Veggies                                            -6.573261e-17   
HvyAlcoholConsump                                  -1.034241e-17   
AnyHealthcare                                       3.286795e-16   
NoDocbcCost                                         2.514319e-16   
DiffWalk                                            4.870780e-16   
BMI_Underweight                                    -1.828815e-01   
BMI_Healthy weight                                 -1.524251e-01   
BMI_Overweight                                     -1.515560e-01   
BMI_Class 1 Obesity                                 3.646592e-01   
BMI_Class 2 Obesity                                 6.007420e-02   
BMI_Class 3 Obesity                                 2.660023e-01   
GenHlth_Excellent                                  -9.173884e-02   
GenHlth_Very good                                  -9.173884e-02   
GenHlth_Good                                       -9.173884e-02   
GenHlth_Fair                                       -9.173884e-02   
GenHlth_Poor                                       -9.173884e-02   
MentHlth_0                                          1.826847e-01   
MentHlth_1-5                                        1.826847e-01   
MentHlth_6-10                                       1.826847e-01   
MentHlth_11-15                                      1.826847e-01   
MentHlth_16-20                                      1.826847e-01   
MentHlth_21-25                                      1.826847e-01   
MentHlth_26-30                                      1.826847e-01   
PhysHlth_0                                          1.017931e-01   
PhysHlth_1-5                                        1.017931e-01   
PhysHlth_6-10                                       1.017931e-01   
PhysHlth_11-15                                      1.017931e-01   
PhysHlth_16-20                                      1.017931e-01   
PhysHlth_21-25                                      1.017931e-01   
PhysHlth_26-30                                      1.017931e-01   
Education_Never attended school or only kinderg... -6.633024e-02   
Education_Elementary                               -6.633024e-02   
Education_Some high school                         -6.633024e-02   
Education_High school graduate                     -6.633024e-02   
Education_Some college or technical school         -6.633024e-02   
Education_College graduate                         -6.633024e-02   
Income_Less than $10,000                            2.009010e-01   
Income_$10,000-$14,999                              2.009010e-01   
Income_$15,000-$19,999                              2.009010e-01   
Income_$20,000-$24,999                              2.009010e-01   
Income_$25,000-$34,999                              2.009010e-01   
Income_$35,000-$49,999                              2.009010e-01   
Income_$50,000-$74,999                              2.009010e-01   
Income_$75,000 or more                              2.009010e-01   
Sex_Female                                          3.330669e-16   
Sex_Male                                            8.801287e-02   
Age_18-29                                           0.000000e+00   
Age_30-49                                           8.801287e-02   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC56  \
HighBP                                              0.000000e+00   
HighChol                                            3.523856e-17   
CholCheck                                           1.819729e-17   
Smoker                                              1.436940e-17   
Stroke                                             -2.061820e-15   
HeartDiseaseorAttack                                5.244130e-16   
PhysActivity                                       -7.332966e-17   
Fruits                                             -8.333733e-18   
Veggies                                            -3.204605e-20   
HvyAlcoholConsump                                  -7.739120e-17   
AnyHealthcare                                       1.356845e-16   
NoDocbcCost                                        -9.112146e-17   
DiffWalk                                           -1.923235e-16   
BMI_Underweight                                     2.719936e-02   
BMI_Healthy weight                                  3.262876e-01   
BMI_Overweight                                      1.085326e-01   
BMI_Class 1 Obesity                                 3.532461e-01   
BMI_Class 2 Obesity                                -2.615981e-02   
BMI_Class 3 Obesity                                 1.629090e-01   
GenHlth_Excellent                                   3.313401e-01   
GenHlth_Very good                                   3.313401e-01   
GenHlth_Good                                        3.313401e-01   
GenHlth_Fair                                        3.313401e-01   
GenHlth_Poor                                        3.313401e-01   
MentHlth_0                                          1.440573e-03   
MentHlth_1-5                                        1.440573e-03   
MentHlth_6-10                                       1.440573e-03   
MentHlth_11-15                                      1.440573e-03   
MentHlth_16-20                                      1.440573e-03   
MentHlth_21-25                                      1.440573e-03   
MentHlth_26-30                                      1.440573e-03   
PhysHlth_0                                          6.878966e-02   
PhysHlth_1-5                                        6.878966e-02   
PhysHlth_6-10                                       6.878966e-02   
PhysHlth_11-15                                      6.878966e-02   
PhysHlth_16-20                                      6.878966e-02   
PhysHlth_21-25                                      6.878966e-02   
PhysHlth_26-30                                      6.878966e-02   
Education_Never attended school or only kinderg... -1.430671e-01   
Education_Elementary                               -1.430671e-01   
Education_Some high school                         -1.430671e-01   
Education_High school graduate                     -1.430671e-01   
Education_Some college or technical school         -1.430671e-01   
Education_College graduate                         -1.430671e-01   
Income_Less than $10,000                           -4.209306e-02   
Income_$10,000-$14,999                             -4.209306e-02   
Income_$15,000-$19,999                             -4.209306e-02   
Income_$20,000-$24,999                             -4.209306e-02   
Income_$25,000-$34,999                             -4.209306e-02   
Income_$35,000-$49,999                             -4.209306e-02   
Income_$50,000-$74,999                             -4.209306e-02   
Income_$75,000 or more                             -4.209306e-02   
Sex_Female                                         -8.673617e-19   
Sex_Male                                            7.055808e-02   
Age_18-29                                           0.000000e+00   
Age_30-49                                           7.055808e-02   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC57          PC58  
HighBP                                              0.000000e+00 -0.000000e+00  
HighChol                                            5.887212e-18  2.710659e-18  
CholCheck                                          -1.370419e-16 -3.981281e-16  
Smoker                                             -3.707091e-17 -6.170301e-18  
Stroke                                             -2.811521e-16  6.739110e-17  
HeartDiseaseorAttack                               -4.138569e-16 -1.283134e-16  
PhysActivity                                       -5.925103e-17  1.947293e-16  
Fruits                                             -5.581401e-18  8.783802e-17  
Veggies                                             5.834764e-17  4.604129e-17  
HvyAlcoholConsump                                   3.371273e-17  1.789941e-16  
AnyHealthcare                                       1.382852e-17 -3.259771e-17  
NoDocbcCost                                        -4.493279e-17  1.247613e-17  
DiffWalk                                           -3.189878e-16  1.348193e-16  
BMI_Underweight                                     2.390092e-01 -2.596961e-01  
BMI_Healthy weight                                  6.005003e-01  2.882406e-01  
BMI_Overweight                                      1.241761e-01  4.613688e-01  
BMI_Class 1 Obesity                                 3.046177e-01 -5.857503e-02  
BMI_Class 2 Obesity                                 4.862510e-01 -1.051357e-01  
BMI_Class 3 Obesity                                -1.487280e-01  4.410558e-01  
GenHlth_Excellent                                  -1.204819e-01 -1.915041e-01  
GenHlth_Very good                                  -1.204819e-01 -1.915041e-01  
GenHlth_Good                                       -1.204819e-01 -1.915041e-01  
GenHlth_Fair                                       -1.204819e-01 -1.915041e-01  
GenHlth_Poor                                       -1.204819e-01 -1.915041e-01  
MentHlth_0                                          7.135849e-02 -1.456869e-01  
MentHlth_1-5                                        7.135849e-02 -1.456869e-01  
MentHlth_6-10                                       7.135849e-02 -1.456869e-01  
MentHlth_11-15                                      7.135849e-02 -1.456869e-01  
MentHlth_16-20                                      7.135849e-02 -1.456869e-01  
MentHlth_21-25                                      7.135849e-02 -1.456869e-01  
MentHlth_26-30                                      7.135849e-02 -1.456869e-01  
PhysHlth_0                                         -1.177662e-01  6.550423e-02  
PhysHlth_1-5                                       -1.177662e-01  6.550423e-02  
PhysHlth_6-10                                      -1.177662e-01  6.550423e-02  
PhysHlth_11-15                                     -1.177662e-01  6.550423e-02  
PhysHlth_16-20                                     -1.177662e-01  6.550423e-02  
PhysHlth_21-25                                     -1.177662e-01  6.550423e-02  
PhysHlth_26-30                                     -1.177662e-01  6.550423e-02  
Education_Never attended school or only kinderg...  3.914758e-02 -1.015147e-01  
Education_Elementary                                3.914758e-02 -1.015147e-01  
Education_Some high school                          3.914758e-02 -1.015147e-01  
Education_High school graduate                      3.914758e-02 -1.015147e-01  
Education_Some college or technical school          3.914758e-02 -1.015147e-01  
Education_College graduate                          3.914758e-02 -1.015147e-01  
Income_Less than $10,000                            1.496146e-03 -1.145572e-02  
Income_$10,000-$14,999                              1.496146e-03 -1.145572e-02  
Income_$15,000-$19,999                              1.496146e-03 -1.145572e-02  
Income_$20,000-$24,999                              1.496146e-03 -1.145572e-02  
Income_$25,000-$34,999                              1.496146e-03 -1.145572e-02  
Income_$35,000-$49,999                              1.496146e-03 -1.145572e-02  
Income_$50,000-$74,999                              1.496146e-03 -1.145572e-02  
Income_$75,000 or more                              1.496146e-03 -1.145572e-02  
Sex_Female                                         -6.776264e-21  6.776264e-21  
Sex_Male                                            2.217488e-02  3.701694e-02  
Age_18-29                                           0.000000e+00 -0.000000e+00  
Age_30-49                                           2.217488e-02  3.701694e-02  
Age_50-64                                           0.000000e+00 -0.000000e+00  
Age_65+                                             0.000000e+00 -0.000000e+00  

[58 rows x 58 columns]

PCA Results for Subset_19:
        PC1       PC2       PC3       PC4       PC5       PC6       PC7  \
0 -0.512701  0.270958 -1.193594  0.124855 -0.729721 -0.573838  0.785577   
1  0.394059 -0.414702  0.716106  0.600459  0.065759  0.085871 -0.866037   
2  0.197162  0.793613  0.253035 -0.331038 -0.121243 -0.248392 -0.131711   
3 -0.562001  1.196851 -0.195101  0.004242 -0.778912 -0.336242  0.023434   
4  0.325464  0.803914 -0.645397 -0.057202 -0.875684  0.389858  0.210855   

        PC8       PC9      PC10  ...  PC49          PC50          PC51  \
0  0.099205  0.654173 -0.344495  ...   0.0  9.888636e-25 -1.110223e-16   
1  0.501638  0.586231 -0.014250  ...   0.0  9.888636e-25  0.000000e+00   
2  1.004981  0.187030  0.733002  ...   0.0  9.888636e-25  2.220446e-16   
3 -0.537946  0.617856  0.819708  ...   0.0  9.888636e-25 -1.110223e-16   
4  0.510993  0.590316  0.040130  ...   0.0  9.888636e-25  0.000000e+00   

           PC52          PC53          PC54          PC55          PC56  \
0  0.000000e+00  8.326673e-17 -2.498002e-16  0.000000e+00  2.220446e-16   
1 -2.220446e-16 -2.775558e-17 -2.498002e-16 -2.220446e-16  0.000000e+00   
2 -2.220446e-16  8.326673e-17 -1.387779e-16  2.220446e-16  1.110223e-16   
3  0.000000e+00  8.326673e-17  2.775558e-17  2.220446e-16  0.000000e+00   
4 -1.110223e-16  1.942890e-16 -2.775558e-17  0.000000e+00 -1.110223e-16   

           PC57          PC58  
0 -5.551115e-17 -5.551115e-17  
1 -2.498002e-16  1.110223e-16  
2  1.110223e-16 -1.665335e-16  
3  1.110223e-16 -3.330669e-16  
4  1.110223e-16 -2.220446e-16  

[5 rows x 58 columns]
No description has been provided for this image
For Subset_19, retain 22 components to explain 90% of the variance.


Explained Variance for Subset_20:
[1.14669444e-01 8.62273941e-02 7.06267590e-02 5.78899534e-02
 5.62859547e-02 5.00025811e-02 4.73934982e-02 4.21180496e-02
 4.09343542e-02 3.70421552e-02 3.27790297e-02 3.21422607e-02
 2.97357394e-02 2.75145897e-02 2.42599913e-02 2.41643854e-02
 1.98089432e-02 1.91975968e-02 1.82135867e-02 1.55628920e-02
 1.43309516e-02 1.36364692e-02 1.30606612e-02 1.19669687e-02
 1.02123475e-02 9.85364479e-03 9.24805746e-03 8.91242754e-03
 8.67241799e-03 8.39035146e-03 8.05437660e-03 7.88315000e-03
 5.29156563e-03 5.25907677e-03 4.30153964e-03 3.91331967e-03
 3.52160650e-03 2.85292814e-03 2.12570745e-03 1.82825598e-03
 1.15017394e-04 1.98854264e-17 9.06648546e-18 5.30676085e-18
 2.67113115e-18 2.32697931e-18 3.54412303e-28 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00]

Cumulative Variance for Subset_20:
[0.11466944 0.20089684 0.2715236  0.32941355 0.38569951 0.43570209
 0.48309558 0.52521363 0.56614799 0.60319014 0.63596917 0.66811143
 0.69784717 0.72536176 0.74962175 0.77378614 0.79359508 0.81279268
 0.83100627 0.84656916 0.86090011 0.87453658 0.88759724 0.89956421
 0.90977656 0.9196302  0.92887826 0.93779069 0.9464631  0.95485346
 0.96290783 0.97079098 0.97608255 0.98134163 0.98564316 0.98955648
 0.99307809 0.99593102 0.99805673 0.99988498 1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.        ]

Loadings for Subset_20:
                                                             PC1  \
HighBP                                             -1.822486e-01   
HighChol                                           -1.668606e-01   
CholCheck                                           1.202721e-03   
Smoker                                             -2.185824e-01   
Stroke                                             -2.058410e-02   
HeartDiseaseorAttack                               -3.671545e-02   
PhysActivity                                        1.848742e-01   
Fruits                                              1.612578e-01   
Veggies                                             1.099916e-01   
HvyAlcoholConsump                                   9.295502e-04   
AnyHealthcare                                       6.069823e-02   
NoDocbcCost                                        -1.713224e-01   
DiffWalk                                           -1.716392e-01   
BMI_Underweight                                     0.000000e+00   
BMI_Healthy weight                                  0.000000e+00   
BMI_Overweight                                      0.000000e+00   
BMI_Class 1 Obesity                                 4.088687e-17   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                 4.038968e-28   
GenHlth_Excellent                                   6.622941e-02   
GenHlth_Very good                                   3.291600e-01   
GenHlth_Good                                       -1.719641e-01   
GenHlth_Fair                                       -1.639775e-01   
GenHlth_Poor                                       -5.944780e-02   
MentHlth_0                                          2.491604e-01   
MentHlth_1-5                                       -2.013925e-02   
MentHlth_6-10                                      -4.034891e-02   
MentHlth_11-15                                     -3.674921e-02   
MentHlth_16-20                                     -2.585047e-02   
MentHlth_21-25                                     -9.160822e-03   
MentHlth_26-30                                     -1.169118e-01   
PhysHlth_0                                          3.145074e-01   
PhysHlth_1-5                                       -8.919716e-02   
PhysHlth_6-10                                      -4.440366e-02   
PhysHlth_11-15                                     -4.979542e-02   
PhysHlth_16-20                                     -2.514144e-02   
PhysHlth_21-25                                     -9.272395e-03   
PhysHlth_26-30                                     -9.669729e-02   
Education_Never attended school or only kinderg... -4.121133e-04   
Education_Elementary                               -1.342638e-02   
Education_Some high school                         -3.431330e-02   
Education_High school graduate                     -1.654812e-01   
Education_Some college or technical school         -1.967440e-01   
Education_College graduate                          4.103771e-01   
Income_Less than $10,000                           -7.035747e-02   
Income_$10,000-$14,999                             -5.268967e-02   
Income_$15,000-$19,999                             -6.394156e-02   
Income_$20,000-$24,999                             -6.253335e-02   
Income_$25,000-$34,999                             -5.893175e-02   
Income_$35,000-$49,999                             -4.474402e-02   
Income_$50,000-$74,999                              1.703134e-03   
Income_$75,000 or more                              3.514947e-01   
Sex_Female                                          4.088687e-17   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           4.088687e-17   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC2  \
HighBP                                             -5.402242e-02   
HighChol                                           -9.787535e-02   
CholCheck                                          -3.820713e-03   
Smoker                                              7.798825e-02   
Stroke                                             -3.371731e-03   
HeartDiseaseorAttack                               -6.773692e-03   
PhysActivity                                       -4.861888e-02   
Fruits                                             -1.348403e-02   
Veggies                                            -2.714106e-02   
HvyAlcoholConsump                                  -7.459660e-03   
AnyHealthcare                                      -5.464749e-02   
NoDocbcCost                                        -1.078388e-02   
DiffWalk                                           -3.777960e-02   
BMI_Underweight                                    -0.000000e+00   
BMI_Healthy weight                                 -0.000000e+00   
BMI_Overweight                                     -0.000000e+00   
BMI_Class 1 Obesity                                 6.899899e-17   
BMI_Class 2 Obesity                                -0.000000e+00   
BMI_Class 3 Obesity                                 3.308722e-24   
GenHlth_Excellent                                   8.906101e-02   
GenHlth_Very good                                  -5.504425e-03   
GenHlth_Good                                       -3.241973e-02   
GenHlth_Fair                                       -3.902299e-02   
GenHlth_Poor                                       -1.211386e-02   
MentHlth_0                                          4.452816e-01   
MentHlth_1-5                                       -3.375317e-01   
MentHlth_6-10                                      -3.981597e-02   
MentHlth_11-15                                     -1.930547e-02   
MentHlth_16-20                                     -1.262156e-02   
MentHlth_21-25                                     -4.458691e-03   
MentHlth_26-30                                     -3.154825e-02   
PhysHlth_0                                          4.568143e-01   
PhysHlth_1-5                                       -3.797457e-01   
PhysHlth_6-10                                      -3.160047e-02   
PhysHlth_11-15                                     -1.384608e-02   
PhysHlth_16-20                                     -8.935329e-03   
PhysHlth_21-25                                     -3.759490e-03   
PhysHlth_26-30                                     -1.892726e-02   
Education_Never attended school or only kinderg...  2.176304e-04   
Education_Elementary                                7.597214e-03   
Education_Some high school                          1.525199e-02   
Education_High school graduate                      1.345748e-01   
Education_Some college or technical school          2.404035e-01   
Education_College graduate                         -3.980451e-01   
Income_Less than $10,000                            1.003814e-02   
Income_$10,000-$14,999                              1.255171e-02   
Income_$15,000-$19,999                              3.342407e-02   
Income_$20,000-$24,999                              3.776562e-02   
Income_$25,000-$34,999                              5.106068e-02   
Income_$35,000-$49,999                              5.735777e-02   
Income_$50,000-$74,999                              1.964340e-02   
Income_$75,000 or more                             -2.218414e-01   
Sex_Female                                          6.899881e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                           6.899881e-17   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC3  \
HighBP                                              1.163302e-01   
HighChol                                            4.527936e-02   
CholCheck                                           1.834831e-02   
Smoker                                             -1.323897e-01   
Stroke                                             -5.852313e-03   
HeartDiseaseorAttack                               -9.601856e-04   
PhysActivity                                       -4.175614e-02   
Fruits                                             -3.440762e-02   
Veggies                                            -2.204517e-02   
HvyAlcoholConsump                                  -7.520909e-03   
AnyHealthcare                                      -7.191080e-03   
NoDocbcCost                                        -2.643753e-02   
DiffWalk                                           -1.172979e-02   
BMI_Underweight                                     2.168404e-19   
BMI_Healthy weight                                 -0.000000e+00   
BMI_Overweight                                      2.710505e-20   
BMI_Class 1 Obesity                                 5.795992e-17   
BMI_Class 2 Obesity                                -0.000000e+00   
BMI_Class 3 Obesity                                 4.235165e-22   
GenHlth_Excellent                                   4.695680e-02   
GenHlth_Very good                                  -5.603566e-01   
GenHlth_Good                                        5.888766e-01   
GenHlth_Fair                                       -5.667675e-02   
GenHlth_Poor                                       -1.880003e-02   
MentHlth_0                                          2.558099e-01   
MentHlth_1-5                                       -1.810667e-01   
MentHlth_6-10                                      -2.060183e-02   
MentHlth_11-15                                     -1.140769e-02   
MentHlth_16-20                                     -5.911999e-03   
MentHlth_21-25                                     -1.894951e-03   
MentHlth_26-30                                     -3.492670e-02   
PhysHlth_0                                          5.578142e-02   
PhysHlth_1-5                                       -3.324265e-02   
PhysHlth_6-10                                       2.520062e-03   
PhysHlth_11-15                                      1.021672e-03   
PhysHlth_16-20                                     -5.885913e-03   
PhysHlth_21-25                                     -4.670720e-04   
PhysHlth_26-30                                     -1.972752e-02   
Education_Never attended school or only kinderg... -1.975437e-04   
Education_Elementary                                1.018890e-02   
Education_Some high school                          1.497447e-02   
Education_High school graduate                      7.832026e-02   
Education_Some college or technical school         -3.374603e-01   
Education_College graduate                          2.341742e-01   
Income_Less than $10,000                            5.693695e-05   
Income_$10,000-$14,999                             -3.350640e-03   
Income_$15,000-$19,999                              2.524698e-03   
Income_$20,000-$24,999                              1.316984e-02   
Income_$25,000-$34,999                             -1.811678e-02   
Income_$35,000-$49,999                             -3.352607e-02   
Income_$50,000-$74,999                             -6.203927e-02   
Income_$75,000 or more                              1.012813e-01   
Sex_Female                                          5.795841e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                           5.795841e-17   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC4  \
HighBP                                              2.664394e-02   
HighChol                                            5.171089e-02   
CholCheck                                           3.326295e-03   
Smoker                                              8.234948e-02   
Stroke                                             -1.829136e-03   
HeartDiseaseorAttack                               -6.009406e-03   
PhysActivity                                       -6.676033e-02   
Fruits                                             -2.392093e-01   
Veggies                                            -1.084791e-01   
HvyAlcoholConsump                                   2.702568e-02   
AnyHealthcare                                      -8.580405e-03   
NoDocbcCost                                         2.126453e-02   
DiffWalk                                           -3.778797e-02   
BMI_Underweight                                     1.110223e-16   
BMI_Healthy weight                                  1.665335e-16   
BMI_Overweight                                     -1.110223e-16   
BMI_Class 1 Obesity                                -1.265758e-16   
BMI_Class 2 Obesity                                -2.775558e-17   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                  -1.159896e-02   
GenHlth_Very good                                  -1.562787e-02   
GenHlth_Good                                        8.535395e-02   
GenHlth_Fair                                       -4.612704e-02   
GenHlth_Poor                                       -1.200008e-02   
MentHlth_0                                         -4.828356e-01   
MentHlth_1-5                                        4.086672e-01   
MentHlth_6-10                                       2.034074e-02   
MentHlth_11-15                                      1.921640e-02   
MentHlth_16-20                                      2.620289e-03   
MentHlth_21-25                                      2.098854e-03   
MentHlth_26-30                                      2.989220e-02   
PhysHlth_0                                          5.013903e-01   
PhysHlth_1-5                                       -4.378460e-01   
PhysHlth_6-10                                      -2.554899e-02   
PhysHlth_11-15                                     -1.322799e-02   
PhysHlth_16-20                                     -1.092010e-03   
PhysHlth_21-25                                     -3.404940e-03   
PhysHlth_26-30                                     -2.027037e-02   
Education_Never attended school or only kinderg... -4.175587e-04   
Education_Elementary                               -6.295721e-03   
Education_Some high school                         -5.656804e-03   
Education_High school graduate                      1.280095e-01   
Education_Some college or technical school         -1.869399e-01   
Education_College graduate                          7.130044e-02   
Income_Less than $10,000                           -1.218104e-02   
Income_$10,000-$14,999                              1.033741e-02   
Income_$15,000-$19,999                             -6.036659e-03   
Income_$20,000-$24,999                              1.045432e-02   
Income_$25,000-$34,999                              1.528100e-02   
Income_$35,000-$49,999                              5.816622e-04   
Income_$50,000-$74,999                              1.863067e-03   
Income_$75,000 or more                             -2.029976e-02   
Sex_Female                                         -1.807700e-16   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                          -1.807700e-16   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC5  \
HighBP                                             -1.376101e-01   
HighChol                                           -1.712962e-01   
CholCheck                                          -1.208082e-02   
Smoker                                             -8.612200e-02   
Stroke                                             -1.118462e-02   
HeartDiseaseorAttack                               -2.414888e-02   
PhysActivity                                        2.373802e-01   
Fruits                                              3.280523e-01   
Veggies                                             1.470668e-01   
HvyAlcoholConsump                                  -7.450115e-03   
AnyHealthcare                                       1.804218e-02   
NoDocbcCost                                        -4.102807e-02   
DiffWalk                                           -1.135473e-01   
BMI_Underweight                                     5.551115e-17   
BMI_Healthy weight                                  2.775558e-17   
BMI_Overweight                                     -2.775558e-17   
BMI_Class 1 Obesity                                 2.893922e-17   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                   6.412703e-03   
GenHlth_Very good                                  -1.895120e-01   
GenHlth_Good                                        4.050764e-01   
GenHlth_Fair                                       -1.720908e-01   
GenHlth_Poor                                       -4.988634e-02   
MentHlth_0                                         -1.832021e-01   
MentHlth_1-5                                        2.743627e-01   
MentHlth_6-10                                       1.094378e-03   
MentHlth_11-15                                     -1.243582e-02   
MentHlth_16-20                                     -3.009841e-03   
MentHlth_21-25                                     -2.528484e-03   
MentHlth_26-30                                     -7.428085e-02   
PhysHlth_0                                          8.900636e-02   
PhysHlth_1-5                                        4.625853e-02   
PhysHlth_6-10                                      -9.370865e-03   
PhysHlth_11-15                                     -1.730905e-02   
PhysHlth_16-20                                     -1.178154e-02   
PhysHlth_21-25                                     -8.257174e-03   
PhysHlth_26-30                                     -8.854626e-02   
Education_Never attended school or only kinderg... -9.220611e-04   
Education_Elementary                               -8.467949e-03   
Education_Some high school                         -2.660802e-02   
Education_High school graduate                     -2.685407e-01   
Education_Some college or technical school          5.046778e-01   
Education_College graduate                         -2.001390e-01   
Income_Less than $10,000                           -4.451168e-02   
Income_$10,000-$14,999                             -4.302503e-02   
Income_$15,000-$19,999                             -6.172201e-03   
Income_$20,000-$24,999                             -1.416990e-02   
Income_$25,000-$34,999                              9.158630e-03   
Income_$35,000-$49,999                              2.773257e-02   
Income_$50,000-$74,999                             -7.828463e-04   
Income_$75,000 or more                              7.177045e-02   
Sex_Female                                          2.005976e-17   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           2.005976e-17   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC6  \
HighBP                                              9.620150e-02   
HighChol                                           -5.411479e-02   
CholCheck                                          -4.433085e-03   
Smoker                                             -2.656138e-01   
Stroke                                              1.158234e-02   
HeartDiseaseorAttack                                1.630641e-02   
PhysActivity                                        1.482430e-01   
Fruits                                              6.060312e-01   
Veggies                                             1.527882e-01   
HvyAlcoholConsump                                  -4.421299e-02   
AnyHealthcare                                      -8.447666e-02   
NoDocbcCost                                         1.369315e-01   
DiffWalk                                            4.708176e-02   
BMI_Underweight                                    -1.110223e-16   
BMI_Healthy weight                                  0.000000e+00   
BMI_Overweight                                     -1.665335e-16   
BMI_Class 1 Obesity                                 2.311244e-16   
BMI_Class 2 Obesity                                 2.775558e-17   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                   2.782081e-02   
GenHlth_Very good                                  -4.881423e-02   
GenHlth_Good                                       -1.044642e-01   
GenHlth_Fair                                        1.063980e-01   
GenHlth_Poor                                        1.905970e-02   
MentHlth_0                                         -8.336757e-02   
MentHlth_1-5                                        5.739346e-02   
MentHlth_6-10                                       4.861360e-03   
MentHlth_11-15                                      7.157655e-03   
MentHlth_16-20                                     -7.752002e-03   
MentHlth_21-25                                      3.673083e-03   
MentHlth_26-30                                      1.803402e-02   
PhysHlth_0                                          2.452645e-02   
PhysHlth_1-5                                       -9.633367e-02   
PhysHlth_6-10                                       1.562108e-02   
PhysHlth_11-15                                      1.353407e-02   
PhysHlth_16-20                                      1.125034e-02   
PhysHlth_21-25                                      4.615361e-03   
PhysHlth_26-30                                      2.678637e-02   
Education_Never attended school or only kinderg...  9.953787e-04   
Education_Elementary                                1.747369e-02   
Education_Some high school                          2.663744e-02   
Education_High school graduate                      1.549875e-01   
Education_Some college or technical school         -2.797586e-01   
Education_College graduate                          7.966463e-02   
Income_Less than $10,000                            2.192356e-02   
Income_$10,000-$14,999                              1.884526e-02   
Income_$15,000-$19,999                              3.744881e-02   
Income_$20,000-$24,999                              4.633632e-02   
Income_$25,000-$34,999                              3.557752e-02   
Income_$35,000-$49,999                              9.549740e-02   
Income_$50,000-$74,999                              2.392392e-01   
Income_$75,000 or more                             -4.948681e-01   
Sex_Female                                          1.678228e-16   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           1.678228e-16   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC7  \
HighBP                                              2.440600e-01   
HighChol                                            3.196377e-01   
CholCheck                                           1.117850e-02   
Smoker                                              2.851004e-01   
Stroke                                              2.535817e-02   
HeartDiseaseorAttack                                4.528079e-02   
PhysActivity                                        5.066997e-02   
Fruits                                              4.235892e-01   
Veggies                                             1.777004e-01   
HvyAlcoholConsump                                   8.349832e-03   
AnyHealthcare                                       2.631076e-02   
NoDocbcCost                                         1.368808e-02   
DiffWalk                                            1.646731e-01   
BMI_Underweight                                    -5.551115e-17   
BMI_Healthy weight                                  4.857226e-17   
BMI_Overweight                                     -5.551115e-17   
BMI_Class 1 Obesity                                 2.333484e-16   
BMI_Class 2 Obesity                                -2.775558e-17   
BMI_Class 3 Obesity                                 2.775558e-17   
GenHlth_Excellent                                   6.540652e-02   
GenHlth_Very good                                  -1.474733e-01   
GenHlth_Good                                       -1.714852e-01   
GenHlth_Fair                                        1.767560e-01   
GenHlth_Poor                                        7.679597e-02   
MentHlth_0                                         -6.592410e-02   
MentHlth_1-5                                       -1.176746e-01   
MentHlth_6-10                                       5.886869e-03   
MentHlth_11-15                                      2.300158e-02   
MentHlth_16-20                                      2.436564e-02   
MentHlth_21-25                                      1.071782e-02   
MentHlth_26-30                                      1.196268e-01   
PhysHlth_0                                          5.627155e-02   
PhysHlth_1-5                                       -2.914577e-01   
PhysHlth_6-10                                       4.609091e-02   
PhysHlth_11-15                                      4.138820e-02   
PhysHlth_16-20                                      2.230122e-02   
PhysHlth_21-25                                      1.239488e-02   
PhysHlth_26-30                                      1.130109e-01   
Education_Never attended school or only kinderg...  6.487741e-04   
Education_Elementary                               -1.799047e-03   
Education_Some high school                          9.448083e-03   
Education_High school graduate                     -8.905332e-02   
Education_Some college or technical school          7.174789e-02   
Education_College graduate                          9.007620e-03   
Income_Less than $10,000                            3.145718e-02   
Income_$10,000-$14,999                              2.408709e-02   
Income_$15,000-$19,999                              1.607939e-02   
Income_$20,000-$24,999                             -3.094189e-03   
Income_$25,000-$34,999                             -5.031239e-02   
Income_$35,000-$49,999                             -9.361005e-02   
Income_$50,000-$74,999                             -3.169698e-01   
Income_$75,000 or more                              3.923628e-01   
Sex_Female                                          1.499965e-16   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                           1.499965e-16   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC8  \
HighBP                                             -2.518777e-01   
HighChol                                           -2.737564e-01   
CholCheck                                          -2.922397e-02   
Smoker                                              7.304929e-01   
Stroke                                             -4.728337e-03   
HeartDiseaseorAttack                               -1.889421e-02   
PhysActivity                                        2.070310e-01   
Fruits                                              1.516791e-01   
Veggies                                             1.217764e-01   
HvyAlcoholConsump                                   6.529389e-02   
AnyHealthcare                                      -3.478777e-03   
NoDocbcCost                                         1.335865e-02   
DiffWalk                                           -4.611290e-02   
BMI_Underweight                                    -2.775558e-17   
BMI_Healthy weight                                  1.387779e-16   
BMI_Overweight                                      1.387779e-17   
BMI_Class 1 Obesity                                -2.792645e-17   
BMI_Class 2 Obesity                                -0.000000e+00   
BMI_Class 3 Obesity                                 5.551115e-17   
GenHlth_Excellent                                  -4.490558e-02   
GenHlth_Very good                                   5.877097e-02   
GenHlth_Good                                        1.343343e-01   
GenHlth_Fair                                       -1.144325e-01   
GenHlth_Poor                                       -3.376723e-02   
MentHlth_0                                          6.233682e-03   
MentHlth_1-5                                        9.987918e-04   
MentHlth_6-10                                       1.876964e-02   
MentHlth_11-15                                     -1.589808e-03   
MentHlth_16-20                                      3.061554e-04   
MentHlth_21-25                                     -3.990574e-03   
MentHlth_26-30                                     -2.072789e-02   
PhysHlth_0                                         -4.991349e-02   
PhysHlth_1-5                                        1.340530e-01   
PhysHlth_6-10                                      -1.537854e-02   
PhysHlth_11-15                                     -1.750268e-02   
PhysHlth_16-20                                     -1.257487e-02   
PhysHlth_21-25                                     -7.651578e-04   
PhysHlth_26-30                                     -3.791828e-02   
Education_Never attended school or only kinderg... -1.123130e-03   
Education_Elementary                               -1.586325e-02   
Education_Some high school                         -4.020173e-03   
Education_High school graduate                      3.186488e-01   
Education_Some college or technical school         -2.678014e-01   
Education_College graduate                         -2.984087e-02   
Income_Less than $10,000                           -1.511070e-02   
Income_$10,000-$14,999                             -1.040545e-02   
Income_$15,000-$19,999                              1.308983e-02   
Income_$20,000-$24,999                             -1.822688e-02   
Income_$25,000-$34,999                              1.182278e-02   
Income_$35,000-$49,999                              4.210418e-02   
Income_$50,000-$74,999                             -3.229316e-02   
Income_$75,000 or more                              9.019406e-03   
Sex_Female                                          1.249258e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                           1.249258e-17   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC9  \
HighBP                                              2.838285e-01   
HighChol                                            3.465148e-01   
CholCheck                                           7.463593e-03   
Smoker                                              3.729691e-01   
Stroke                                              3.128730e-03   
HeartDiseaseorAttack                                7.967136e-03   
PhysActivity                                        1.329667e-01   
Fruits                                             -6.122228e-02   
Veggies                                             3.139438e-02   
HvyAlcoholConsump                                   3.318738e-02   
AnyHealthcare                                       7.596007e-02   
NoDocbcCost                                        -4.952671e-02   
DiffWalk                                           -1.295173e-02   
BMI_Underweight                                    -8.326673e-17   
BMI_Healthy weight                                  5.551115e-17   
BMI_Overweight                                      2.775558e-17   
BMI_Class 1 Obesity                                 6.648941e-17   
BMI_Class 2 Obesity                                -2.081668e-17   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                  -1.823134e-01   
GenHlth_Very good                                   1.347435e-01   
GenHlth_Good                                        1.549331e-01   
GenHlth_Fair                                       -1.082405e-01   
GenHlth_Poor                                        8.772889e-04   
MentHlth_0                                          1.014217e-01   
MentHlth_1-5                                       -8.565898e-02   
MentHlth_6-10                                       1.136922e-02   
MentHlth_11-15                                     -1.083425e-02   
MentHlth_16-20                                      7.041285e-03   
MentHlth_21-25                                      3.305433e-03   
MentHlth_26-30                                     -2.664445e-02   
PhysHlth_0                                          7.494169e-02   
PhysHlth_1-5                                       -3.053025e-02   
PhysHlth_6-10                                      -9.724144e-03   
PhysHlth_11-15                                     -2.052074e-04   
PhysHlth_16-20                                     -3.343466e-03   
PhysHlth_21-25                                     -3.652835e-03   
PhysHlth_26-30                                     -2.748579e-02   
Education_Never attended school or only kinderg... -6.102411e-04   
Education_Elementary                               -1.861899e-02   
Education_Some high school                         -1.183295e-02   
Education_High school graduate                     -3.768041e-01   
Education_Some college or technical school          1.170398e-01   
Education_College graduate                          2.908265e-01   
Income_Less than $10,000                           -4.465562e-02   
Income_$10,000-$14,999                             -2.864653e-02   
Income_$15,000-$19,999                             -4.284599e-02   
Income_$20,000-$24,999                             -4.816901e-02   
Income_$25,000-$34,999                             -4.220901e-02   
Income_$35,000-$49,999                              4.382354e-02   
Income_$50,000-$74,999                              4.351828e-01   
Income_$75,000 or more                             -2.724802e-01   
Sex_Female                                          6.576996e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                           6.576996e-17   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC10  ...  PC49  \
HighBP                                              2.951119e-01  ...   0.0   
HighChol                                            4.469267e-01  ...   0.0   
CholCheck                                           2.449174e-02  ...   0.0   
Smoker                                             -1.820116e-01  ...   0.0   
Stroke                                             -5.426643e-03  ...   0.0   
HeartDiseaseorAttack                               -7.834129e-03  ...   0.0   
PhysActivity                                        2.820094e-01  ...   0.0   
Fruits                                              4.045559e-02  ...   0.0   
Veggies                                             9.466496e-03  ...   0.0   
HvyAlcoholConsump                                  -3.562141e-03  ...   0.0   
AnyHealthcare                                      -2.114659e-02  ...   0.0   
NoDocbcCost                                        -3.776662e-02  ...   0.0   
DiffWalk                                           -1.378200e-01  ...   0.0   
BMI_Underweight                                     8.326673e-17  ...   0.0   
BMI_Healthy weight                                  1.110223e-16  ...   0.0   
BMI_Overweight                                     -9.763241e-17  ...   0.0   
BMI_Class 1 Obesity                                 9.507393e-17  ...   0.0   
BMI_Class 2 Obesity                                -5.551115e-17  ...   0.0   
BMI_Class 3 Obesity                                -1.387779e-17  ...   0.0   
GenHlth_Excellent                                  -2.378873e-01  ...   0.0   
GenHlth_Very good                                   2.991885e-01  ...   0.0   
GenHlth_Good                                        1.504308e-01  ...   0.0   
GenHlth_Fair                                       -1.655976e-01  ...   0.0   
GenHlth_Poor                                       -4.613441e-02  ...   0.0   
MentHlth_0                                          9.212287e-02  ...   0.0   
MentHlth_1-5                                        1.083323e-01  ...   0.0   
MentHlth_6-10                                      -5.209770e-02  ...   0.0   
MentHlth_11-15                                     -2.052860e-02  ...   0.0   
MentHlth_16-20                                     -1.291240e-02  ...   0.0   
MentHlth_21-25                                     -1.372953e-02  ...   0.0   
MentHlth_26-30                                     -1.011869e-01  ...   0.0   
PhysHlth_0                                          4.058377e-02  ...   0.0   
PhysHlth_1-5                                        1.630593e-01  ...   0.0   
PhysHlth_6-10                                      -3.574582e-02  ...   0.0   
PhysHlth_11-15                                     -2.331553e-02  ...   0.0   
PhysHlth_16-20                                     -2.312767e-02  ...   0.0   
PhysHlth_21-25                                     -7.871317e-03  ...   0.0   
PhysHlth_26-30                                     -1.135828e-01  ...   0.0   
Education_Never attended school or only kinderg...  2.246992e-05  ...   0.0   
Education_Elementary                               -3.204158e-03  ...   0.0   
Education_Some high school                         -1.606888e-02  ...   0.0   
Education_High school graduate                      4.067165e-01  ...   0.0   
Education_Some college or technical school         -7.384649e-02  ...   0.0   
Education_College graduate                         -3.136195e-01  ...   0.0   
Income_Less than $10,000                           -3.379824e-02  ...   0.0   
Income_$10,000-$14,999                             -3.287276e-03  ...   0.0   
Income_$15,000-$19,999                             -6.173074e-03  ...   0.0   
Income_$20,000-$24,999                              2.357924e-02  ...   0.0   
Income_$25,000-$34,999                              3.497273e-02  ...   0.0   
Income_$35,000-$49,999                             -3.317042e-02  ...   0.0   
Income_$50,000-$74,999                             -1.087296e-01  ...   0.0   
Income_$75,000 or more                              1.266067e-01  ...   0.0   
Sex_Female                                          1.097883e-16  ...   0.0   
Sex_Male                                            0.000000e+00  ...   0.0   
Age_18-29                                           0.000000e+00  ...   0.0   
Age_30-49                                           1.097883e-16  ...   0.0   
Age_50-64                                           0.000000e+00  ...   1.0   
Age_65+                                             0.000000e+00  ...   0.0   

                                                    PC50  PC51          PC52  \
HighBP                                              -0.0   0.0  0.000000e+00   
HighChol                                            -0.0   0.0 -1.169841e-16   
CholCheck                                           -0.0   0.0 -3.969923e-16   
Smoker                                              -0.0   0.0  1.276342e-17   
Stroke                                              -0.0   0.0 -6.840164e-17   
HeartDiseaseorAttack                                -0.0   0.0 -6.526308e-16   
PhysActivity                                        -0.0   0.0 -1.192046e-17   
Fruits                                              -0.0   0.0  3.458517e-18   
Veggies                                             -0.0   0.0 -3.070032e-16   
HvyAlcoholConsump                                   -0.0   0.0  3.370355e-17   
AnyHealthcare                                       -0.0   0.0 -1.471976e-16   
NoDocbcCost                                         -0.0   0.0  6.636123e-17   
DiffWalk                                            -0.0   0.0 -6.931734e-17   
BMI_Underweight                                     -0.0   0.0  1.971719e-01   
BMI_Healthy weight                                  -0.0   0.0  3.825047e-01   
BMI_Overweight                                      -0.0   0.0 -2.025934e-01   
BMI_Class 1 Obesity                                 -0.0   0.0  3.345482e-01   
BMI_Class 2 Obesity                                 -0.0   0.0  1.010100e-01   
BMI_Class 3 Obesity                                 -0.0   0.0 -1.910251e-01   
GenHlth_Excellent                                   -0.0   0.0  8.047148e-04   
GenHlth_Very good                                   -0.0   0.0  8.047148e-04   
GenHlth_Good                                        -0.0   0.0  8.047148e-04   
GenHlth_Fair                                        -0.0   0.0  8.047148e-04   
GenHlth_Poor                                        -0.0   0.0  8.047148e-04   
MentHlth_0                                          -0.0   0.0  1.673250e-01   
MentHlth_1-5                                        -0.0   0.0  1.673250e-01   
MentHlth_6-10                                       -0.0   0.0  1.673250e-01   
MentHlth_11-15                                      -0.0   0.0  1.673250e-01   
MentHlth_16-20                                      -0.0   0.0  1.673250e-01   
MentHlth_21-25                                      -0.0   0.0  1.673250e-01   
MentHlth_26-30                                      -0.0   0.0  1.673250e-01   
PhysHlth_0                                          -0.0   0.0  1.550901e-01   
PhysHlth_1-5                                        -0.0   0.0  1.550901e-01   
PhysHlth_6-10                                       -0.0   0.0  1.550901e-01   
PhysHlth_11-15                                      -0.0   0.0  1.550901e-01   
PhysHlth_16-20                                      -0.0   0.0  1.550901e-01   
PhysHlth_21-25                                      -0.0   0.0  1.550901e-01   
PhysHlth_26-30                                      -0.0   0.0  1.550901e-01   
Education_Never attended school or only kinderg...  -0.0   0.0 -1.731978e-01   
Education_Elementary                                -0.0   0.0 -1.731978e-01   
Education_Some high school                          -0.0   0.0 -1.731978e-01   
Education_High school graduate                      -0.0   0.0 -1.731978e-01   
Education_Some college or technical school          -0.0   0.0 -1.731978e-01   
Education_College graduate                          -0.0   0.0 -1.731978e-01   
Income_Less than $10,000                            -0.0   0.0 -5.774375e-02   
Income_$10,000-$14,999                              -0.0   0.0 -5.774375e-02   
Income_$15,000-$19,999                              -0.0   0.0 -5.774375e-02   
Income_$20,000-$24,999                              -0.0   0.0 -5.774375e-02   
Income_$25,000-$34,999                              -0.0   0.0 -5.774375e-02   
Income_$35,000-$49,999                              -0.0   0.0 -5.774375e-02   
Income_$50,000-$74,999                              -0.0   0.0 -5.774375e-02   
Income_$75,000 or more                              -0.0   0.0 -5.774375e-02   
Sex_Female                                          -0.0   0.0 -1.485318e-01   
Sex_Male                                             1.0   0.0  0.000000e+00   
Age_18-29                                           -0.0   1.0  0.000000e+00   
Age_30-49                                           -0.0   0.0 -1.485750e-01   
Age_50-64                                           -0.0   0.0  0.000000e+00   
Age_65+                                             -0.0   0.0  0.000000e+00   

                                                            PC53  \
HighBP                                              0.000000e+00   
HighChol                                            1.411953e-16   
CholCheck                                          -4.813275e-16   
Smoker                                             -8.821827e-17   
Stroke                                              6.285798e-16   
HeartDiseaseorAttack                                3.399996e-16   
PhysActivity                                        3.346698e-17   
Fruits                                              5.183127e-19   
Veggies                                            -1.308319e-16   
HvyAlcoholConsump                                  -2.798662e-17   
AnyHealthcare                                      -4.107337e-16   
NoDocbcCost                                        -8.840826e-17   
DiffWalk                                           -2.840905e-17   
BMI_Underweight                                    -2.553745e-01   
BMI_Healthy weight                                  5.086735e-02   
BMI_Overweight                                     -1.006626e-01   
BMI_Class 1 Obesity                                 1.107631e-02   
BMI_Class 2 Obesity                                 8.434946e-02   
BMI_Class 3 Obesity                                 3.263824e-01   
GenHlth_Excellent                                  -1.182383e-01   
GenHlth_Very good                                  -1.182383e-01   
GenHlth_Good                                       -1.182383e-01   
GenHlth_Fair                                       -1.182383e-01   
GenHlth_Poor                                       -1.182383e-01   
MentHlth_0                                          1.971803e-01   
MentHlth_1-5                                        1.971803e-01   
MentHlth_6-10                                       1.971803e-01   
MentHlth_11-15                                      1.971803e-01   
MentHlth_16-20                                      1.971803e-01   
MentHlth_21-25                                      1.971803e-01   
MentHlth_26-30                                      1.971803e-01   
PhysHlth_0                                         -2.433803e-01   
PhysHlth_1-5                                       -2.433803e-01   
PhysHlth_6-10                                      -2.433803e-01   
PhysHlth_11-15                                     -2.433803e-01   
PhysHlth_16-20                                     -2.433803e-01   
PhysHlth_21-25                                     -2.433803e-01   
PhysHlth_26-30                                     -2.433803e-01   
Education_Never attended school or only kinderg... -9.022135e-02   
Education_Elementary                               -9.022135e-02   
Education_Some high school                         -9.022135e-02   
Education_High school graduate                     -9.022135e-02   
Education_Some college or technical school         -9.022135e-02   
Education_College graduate                         -9.022135e-02   
Income_Less than $10,000                            1.415567e-02   
Income_$10,000-$14,999                              1.415567e-02   
Income_$15,000-$19,999                              1.415567e-02   
Income_$20,000-$24,999                              1.415567e-02   
Income_$25,000-$34,999                              1.415567e-02   
Income_$35,000-$49,999                              1.415567e-02   
Income_$50,000-$74,999                              1.415567e-02   
Income_$75,000 or more                              1.415567e-02   
Sex_Female                                         -2.407529e-02   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                          -2.405861e-02   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC54  \
HighBP                                             -0.000000e+00   
HighChol                                            3.458288e-17   
CholCheck                                          -2.590818e-16   
Smoker                                              5.855340e-17   
Stroke                                              3.888855e-16   
HeartDiseaseorAttack                               -2.787093e-16   
PhysActivity                                       -6.264068e-17   
Fruits                                             -5.798954e-17   
Veggies                                             2.133616e-16   
HvyAlcoholConsump                                  -2.559015e-16   
AnyHealthcare                                      -3.541985e-16   
NoDocbcCost                                        -4.778777e-17   
DiffWalk                                            1.256783e-16   
BMI_Underweight                                    -1.302301e-02   
BMI_Healthy weight                                 -1.190696e-01   
BMI_Overweight                                      1.284076e-01   
BMI_Class 1 Obesity                                 4.788752e-01   
BMI_Class 2 Obesity                                -9.207573e-02   
BMI_Class 3 Obesity                                 1.292528e-01   
GenHlth_Excellent                                  -4.452813e-02   
GenHlth_Very good                                  -4.452813e-02   
GenHlth_Good                                       -4.452813e-02   
GenHlth_Fair                                       -4.452813e-02   
GenHlth_Poor                                       -4.452813e-02   
MentHlth_0                                         -5.077385e-03   
MentHlth_1-5                                       -5.077385e-03   
MentHlth_6-10                                      -5.077385e-03   
MentHlth_11-15                                     -5.077385e-03   
MentHlth_16-20                                     -5.077385e-03   
MentHlth_21-25                                     -5.077385e-03   
MentHlth_26-30                                     -5.077385e-03   
PhysHlth_0                                          3.154121e-02   
PhysHlth_1-5                                        3.154121e-02   
PhysHlth_6-10                                       3.154121e-02   
PhysHlth_11-15                                      3.154121e-02   
PhysHlth_16-20                                      3.154121e-02   
PhysHlth_21-25                                      3.154121e-02   
PhysHlth_26-30                                      3.154121e-02   
Education_Never attended school or only kinderg...  6.006452e-02   
Education_Elementary                                6.006452e-02   
Education_Some high school                          6.006452e-02   
Education_High school graduate                      6.006452e-02   
Education_Some college or technical school          6.006452e-02   
Education_College graduate                          6.006452e-02   
Income_Less than $10,000                            2.432331e-01   
Income_$10,000-$14,999                              2.432331e-01   
Income_$15,000-$19,999                              2.432331e-01   
Income_$20,000-$24,999                              2.432331e-01   
Income_$25,000-$34,999                              2.432331e-01   
Income_$35,000-$49,999                              2.432331e-01   
Income_$50,000-$74,999                              2.432331e-01   
Income_$75,000 or more                              2.432331e-01   
Sex_Female                                         -3.183185e-01   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -3.183217e-01   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC55  \
HighBP                                              0.000000e+00   
HighChol                                            3.062231e-17   
CholCheck                                          -1.393917e-17   
Smoker                                              9.505924e-17   
Stroke                                              6.495705e-17   
HeartDiseaseorAttack                                4.946634e-16   
PhysActivity                                       -3.366715e-17   
Fruits                                              2.015415e-17   
Veggies                                            -4.146646e-17   
HvyAlcoholConsump                                  -5.118573e-17   
AnyHealthcare                                      -2.090118e-16   
NoDocbcCost                                        -5.553520e-17   
DiffWalk                                            8.315795e-17   
BMI_Underweight                                     4.418828e-01   
BMI_Healthy weight                                  2.780210e-01   
BMI_Overweight                                      8.030365e-03   
BMI_Class 1 Obesity                                 1.363950e-01   
BMI_Class 2 Obesity                                -4.603759e-02   
BMI_Class 3 Obesity                                 4.047798e-03   
GenHlth_Excellent                                   1.843157e-01   
GenHlth_Very good                                   1.843157e-01   
GenHlth_Good                                        1.843157e-01   
GenHlth_Fair                                        1.843157e-01   
GenHlth_Poor                                        1.843157e-01   
MentHlth_0                                          2.274277e-02   
MentHlth_1-5                                        2.274277e-02   
MentHlth_6-10                                       2.274277e-02   
MentHlth_11-15                                      2.274277e-02   
MentHlth_16-20                                      2.274277e-02   
MentHlth_21-25                                      2.274277e-02   
MentHlth_26-30                                      2.274277e-02   
PhysHlth_0                                         -1.614193e-01   
PhysHlth_1-5                                       -1.614193e-01   
PhysHlth_6-10                                      -1.614193e-01   
PhysHlth_11-15                                     -1.614193e-01   
PhysHlth_16-20                                     -1.614193e-01   
PhysHlth_21-25                                     -1.614193e-01   
PhysHlth_26-30                                     -1.614193e-01   
Education_Never attended school or only kinderg...  1.813218e-01   
Education_Elementary                                1.813218e-01   
Education_Some high school                          1.813218e-01   
Education_High school graduate                      1.813218e-01   
Education_Some college or technical school          1.813218e-01   
Education_College graduate                          1.813218e-01   
Income_Less than $10,000                           -8.293463e-02   
Income_$10,000-$14,999                             -8.293463e-02   
Income_$15,000-$19,999                             -8.293463e-02   
Income_$20,000-$24,999                             -8.293463e-02   
Income_$25,000-$34,999                             -8.293463e-02   
Income_$35,000-$49,999                             -8.293463e-02   
Income_$50,000-$74,999                             -8.293463e-02   
Income_$75,000 or more                             -8.293463e-02   
Sex_Female                                         -2.218916e-01   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                          -2.218961e-01   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC56  \
HighBP                                             -0.000000e+00   
HighChol                                            1.415642e-16   
CholCheck                                          -1.136967e-15   
Smoker                                              1.660304e-16   
Stroke                                              4.549936e-16   
HeartDiseaseorAttack                                1.070481e-15   
PhysActivity                                       -3.807867e-17   
Fruits                                             -8.763597e-17   
Veggies                                             5.489256e-18   
HvyAlcoholConsump                                  -1.358366e-15   
AnyHealthcare                                      -7.253112e-16   
NoDocbcCost                                        -3.049270e-16   
DiffWalk                                            4.525454e-16   
BMI_Underweight                                     2.470021e-01   
BMI_Healthy weight                                 -3.848813e-01   
BMI_Overweight                                      2.953591e-01   
BMI_Class 1 Obesity                                 3.223605e-02   
BMI_Class 2 Obesity                                 6.815222e-01   
BMI_Class 3 Obesity                                -1.373203e-01   
GenHlth_Excellent                                   1.299099e-01   
GenHlth_Very good                                   1.299099e-01   
GenHlth_Good                                        1.299099e-01   
GenHlth_Fair                                        1.299099e-01   
GenHlth_Poor                                        1.299099e-01   
MentHlth_0                                          5.572951e-04   
MentHlth_1-5                                        5.572951e-04   
MentHlth_6-10                                       5.572951e-04   
MentHlth_11-15                                      5.572951e-04   
MentHlth_16-20                                      5.572951e-04   
MentHlth_21-25                                      5.572951e-04   
MentHlth_26-30                                      5.572951e-04   
PhysHlth_0                                         -5.969790e-02   
PhysHlth_1-5                                       -5.969790e-02   
PhysHlth_6-10                                      -5.969790e-02   
PhysHlth_11-15                                     -5.969790e-02   
PhysHlth_16-20                                     -5.969790e-02   
PhysHlth_21-25                                     -5.969790e-02   
PhysHlth_26-30                                     -5.969790e-02   
Education_Never attended school or only kinderg... -1.282885e-01   
Education_Elementary                               -1.282885e-01   
Education_Some high school                         -1.282885e-01   
Education_High school graduate                     -1.282885e-01   
Education_Some college or technical school         -1.282885e-01   
Education_College graduate                         -1.282885e-01   
Income_Less than $10,000                            3.736838e-02   
Income_$10,000-$14,999                              3.736838e-02   
Income_$15,000-$19,999                              3.736838e-02   
Income_$20,000-$24,999                              3.736838e-02   
Income_$25,000-$34,999                              3.736838e-02   
Income_$35,000-$49,999                              3.736838e-02   
Income_$50,000-$74,999                              3.736838e-02   
Income_$75,000 or more                              3.736838e-02   
Sex_Female                                         -2.676204e-04   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -2.654980e-04   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC57          PC58  
HighBP                                              0.000000e+00 -0.000000e+00  
HighChol                                            1.252283e-16  1.159461e-16  
CholCheck                                          -3.885160e-16 -6.657101e-16  
Smoker                                             -1.567761e-16 -3.157262e-17  
Stroke                                              1.970848e-16 -4.762244e-16  
HeartDiseaseorAttack                               -1.869614e-16 -9.626949e-16  
PhysActivity                                        9.914247e-18 -3.173604e-17  
Fruits                                              5.843340e-17  2.923417e-18  
Veggies                                            -1.341553e-17  1.030165e-16  
HvyAlcoholConsump                                  -1.017269e-16 -1.962788e-16  
AnyHealthcare                                      -3.165381e-16 -1.924781e-16  
NoDocbcCost                                        -4.224426e-17 -1.709302e-16  
DiffWalk                                           -2.907141e-17 -1.973382e-16  
BMI_Underweight                                    -3.743089e-01  5.015703e-01  
BMI_Healthy weight                                  3.725684e-02 -1.711044e-01  
BMI_Overweight                                     -1.584806e-01  2.521732e-01  
BMI_Class 1 Obesity                                 5.050658e-02 -2.707132e-01  
BMI_Class 2 Obesity                                 5.200568e-01  6.230340e-02  
BMI_Class 3 Obesity                                -4.188639e-01  2.409239e-01  
GenHlth_Excellent                                  -1.235877e-01 -1.877527e-01  
GenHlth_Very good                                  -1.235877e-01 -1.877527e-01  
GenHlth_Good                                       -1.235877e-01 -1.877527e-01  
GenHlth_Fair                                       -1.235877e-01 -1.877527e-01  
GenHlth_Poor                                       -1.235877e-01 -1.877527e-01  
MentHlth_0                                          3.137649e-02  1.555407e-01  
MentHlth_1-5                                        3.137649e-02  1.555407e-01  
MentHlth_6-10                                       3.137649e-02  1.555407e-01  
MentHlth_11-15                                      3.137649e-02  1.555407e-01  
MentHlth_16-20                                      3.137649e-02  1.555407e-01  
MentHlth_21-25                                      3.137649e-02  1.555407e-01  
MentHlth_26-30                                      3.137649e-02  1.555407e-01  
PhysHlth_0                                          1.379297e-02  1.008044e-01  
PhysHlth_1-5                                        1.379297e-02  1.008044e-01  
PhysHlth_6-10                                       1.379297e-02  1.008044e-01  
PhysHlth_11-15                                      1.379297e-02  1.008044e-01  
PhysHlth_16-20                                      1.379297e-02  1.008044e-01  
PhysHlth_21-25                                      1.379297e-02  1.008044e-01  
PhysHlth_26-30                                      1.379297e-02  1.008044e-01  
Education_Never attended school or only kinderg...  2.118334e-01  1.282568e-01  
Education_Elementary                                2.118334e-01  1.282568e-01  
Education_Some high school                          2.118334e-01  1.282568e-01  
Education_High school graduate                      2.118334e-01  1.282568e-01  
Education_Some college or technical school          2.118334e-01  1.282568e-01  
Education_College graduate                          2.118334e-01  1.282568e-01  
Income_Less than $10,000                           -3.697871e-02 -8.883291e-03  
Income_$10,000-$14,999                             -3.697871e-02 -8.883291e-03  
Income_$15,000-$19,999                             -3.697871e-02 -8.883291e-03  
Income_$20,000-$24,999                             -3.697871e-02 -8.883291e-03  
Income_$25,000-$34,999                             -3.697871e-02 -8.883291e-03  
Income_$35,000-$49,999                             -3.697871e-02 -8.883291e-03  
Income_$50,000-$74,999                             -3.697871e-02 -8.883291e-03  
Income_$75,000 or more                             -3.697871e-02 -8.883291e-03  
Sex_Female                                         -1.003971e-01  4.626351e-02  
Sex_Male                                            0.000000e+00 -0.000000e+00  
Age_18-29                                           0.000000e+00 -0.000000e+00  
Age_30-49                                          -1.003974e-01  4.626603e-02  
Age_50-64                                           0.000000e+00 -0.000000e+00  
Age_65+                                             0.000000e+00 -0.000000e+00  

[58 rows x 58 columns]

PCA Results for Subset_20:
        PC1       PC2       PC3       PC4       PC5       PC6       PC7  \
0 -0.907808 -0.687318 -0.123876  0.222126 -0.979936  0.033114  0.671834   
1  0.782601 -0.711273 -0.335779  1.104051 -0.331411 -0.484084 -0.155585   
2  1.505398  0.084938 -0.071686 -0.161784 -0.176247  0.037773  0.253395   
3  0.504524 -0.655660 -0.519509  1.169749 -0.541533 -0.895469  0.332124   
4  0.674094  0.498976  0.239917 -0.053243 -0.138997  0.582901  0.042043   

        PC8       PC9      PC10  ...  PC49  PC50  PC51          PC52  \
0  0.084994  0.362535 -0.717453  ...   0.0   0.0   0.0 -1.665335e-16   
1 -0.551667 -0.015554  0.304836  ...   0.0   0.0   0.0  2.220446e-16   
2 -0.021099 -0.142129  0.043437  ...   0.0   0.0   0.0  0.000000e+00   
3  0.071693  0.318529  0.002096  ...   0.0   0.0   0.0 -1.110223e-16   
4  0.564405  0.621446 -0.910987  ...   0.0   0.0   0.0 -5.551115e-17   

           PC53          PC54          PC55          PC56          PC57  \
0  1.665335e-16  0.000000e+00 -1.387779e-16 -4.447831e-15  1.026956e-15   
1  0.000000e+00 -2.220446e-16  8.326673e-17 -6.245005e-17 -2.775558e-17   
2 -1.665335e-16 -2.220446e-16 -2.775558e-17 -6.245005e-17  5.551115e-17   
3 -1.110223e-16  0.000000e+00  1.942890e-16  2.983724e-16 -8.326673e-17   
4 -2.775558e-16 -1.110223e-16  1.387779e-16  1.457168e-16 -1.387779e-16   

           PC58  
0 -6.245005e-16  
1 -2.220446e-16  
2 -5.551115e-17  
3  0.000000e+00  
4 -1.804112e-16  

[5 rows x 58 columns]
No description has been provided for this image
For Subset_20, retain 25 components to explain 90% of the variance.


Explained Variance for Subset_21:
[1.05693132e-01 8.63232541e-02 7.24807759e-02 6.16446385e-02
 5.65330664e-02 5.61236616e-02 4.95943789e-02 4.61889446e-02
 4.56443004e-02 3.99204287e-02 3.59979111e-02 3.39711149e-02
 2.98819950e-02 2.76558798e-02 2.66207392e-02 2.14160940e-02
 1.83083150e-02 1.76782433e-02 1.54749136e-02 1.41575433e-02
 1.28577822e-02 1.16112797e-02 1.13994334e-02 1.04952519e-02
 1.01192436e-02 9.69684560e-03 8.87952849e-03 8.36834866e-03
 8.04709474e-03 7.62548745e-03 6.83206653e-03 6.12063380e-03
 5.27363938e-03 4.72940593e-03 4.38555088e-03 3.49124655e-03
 2.76156022e-03 2.41902732e-03 2.28852639e-03 1.18795066e-03
 1.00766188e-04 1.11860599e-17 5.76614691e-18 5.36142229e-18
 3.18424019e-18 7.22742537e-19 9.68463487e-22 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00]

Cumulative Variance for Subset_21:
[0.10569313 0.19201639 0.26449716 0.3261418  0.38267487 0.43879853
 0.48839291 0.53458185 0.58022615 0.62014658 0.65614449 0.69011561
 0.7199976  0.74765348 0.77427422 0.79569032 0.81399863 0.83167687
 0.84715179 0.86130933 0.87416711 0.88577839 0.89717783 0.90767308
 0.91779232 0.92748917 0.9363687  0.94473704 0.95278414 0.96040963
 0.96724169 0.97336233 0.97863597 0.98336537 0.98775092 0.99124217
 0.99400373 0.99642276 0.99871128 0.99989923 1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.        ]

Loadings for Subset_21:
                                                             PC1  \
HighBP                                             -2.887849e-01   
HighChol                                           -2.255542e-01   
CholCheck                                          -8.398434e-03   
Smoker                                             -2.347086e-01   
Stroke                                             -3.438544e-02   
HeartDiseaseorAttack                               -7.148703e-02   
PhysActivity                                        1.861023e-01   
Fruits                                              1.058153e-01   
Veggies                                             8.408607e-02   
HvyAlcoholConsump                                  -1.792609e-02   
AnyHealthcare                                       6.315821e-02   
NoDocbcCost                                        -1.379640e-01   
DiffWalk                                           -1.870424e-01   
BMI_Underweight                                    -0.000000e+00   
BMI_Healthy weight                                 -2.646978e-23   
BMI_Overweight                                     -3.308722e-24   
BMI_Class 1 Obesity                                 8.271806e-25   
BMI_Class 2 Obesity                                 5.558422e-19   
BMI_Class 3 Obesity                                 1.292470e-26   
GenHlth_Excellent                                   5.522302e-02   
GenHlth_Very good                                   2.536435e-01   
GenHlth_Good                                       -1.648403e-02   
GenHlth_Fair                                       -1.987425e-01   
GenHlth_Poor                                       -9.363993e-02   
MentHlth_0                                          3.046735e-01   
MentHlth_1-5                                       -7.514593e-02   
MentHlth_6-10                                      -3.901896e-02   
MentHlth_11-15                                     -5.252358e-02   
MentHlth_16-20                                     -1.702510e-02   
MentHlth_21-25                                     -1.654777e-02   
MentHlth_26-30                                     -1.044122e-01   
PhysHlth_0                                          3.556637e-01   
PhysHlth_1-5                                       -1.127239e-01   
PhysHlth_6-10                                      -3.968917e-02   
PhysHlth_11-15                                     -2.666888e-02   
PhysHlth_16-20                                     -2.759374e-02   
PhysHlth_21-25                                     -1.306935e-02   
PhysHlth_26-30                                     -1.359187e-01   
Education_Never attended school or only kinderg... -4.616167e-04   
Education_Elementary                               -1.047041e-02   
Education_Some high school                         -4.277014e-02   
Education_High school graduate                     -1.739192e-01   
Education_Some college or technical school         -7.898754e-02   
Education_College graduate                          3.066089e-01   
Income_Less than $10,000                           -4.703712e-02   
Income_$10,000-$14,999                             -4.389322e-02   
Income_$15,000-$19,999                             -6.646116e-02   
Income_$20,000-$24,999                             -6.559913e-02   
Income_$25,000-$34,999                             -6.872604e-02   
Income_$35,000-$49,999                             -5.595074e-02   
Income_$50,000-$74,999                             -3.643174e-02   
Income_$75,000 or more                              3.840991e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                            5.558423e-19   
Age_18-29                                          -0.000000e+00   
Age_30-49                                           5.558423e-19   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC2  \
HighBP                                             -4.196493e-02   
HighChol                                           -7.794982e-02   
CholCheck                                          -1.517346e-02   
Smoker                                              1.025777e-01   
Stroke                                             -1.280225e-02   
HeartDiseaseorAttack                               -1.434650e-02   
PhysActivity                                       -9.418278e-02   
Fruits                                             -5.741490e-02   
Veggies                                            -9.568145e-02   
HvyAlcoholConsump                                   3.821049e-04   
AnyHealthcare                                      -6.206146e-02   
NoDocbcCost                                        -5.860314e-03   
DiffWalk                                           -3.628894e-02   
BMI_Underweight                                     5.421011e-20   
BMI_Healthy weight                                  0.000000e+00   
BMI_Overweight                                      3.388132e-21   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                -1.543633e-19   
BMI_Class 3 Obesity                                -1.058791e-22   
GenHlth_Excellent                                   4.413689e-02   
GenHlth_Very good                                  -7.223824e-03   
GenHlth_Good                                        2.254144e-02   
GenHlth_Fair                                       -4.354140e-02   
GenHlth_Poor                                       -1.591311e-02   
MentHlth_0                                          3.573328e-01   
MentHlth_1-5                                       -2.418670e-01   
MentHlth_6-10                                      -3.790933e-02   
MentHlth_11-15                                     -2.769108e-02   
MentHlth_16-20                                     -1.142015e-02   
MentHlth_21-25                                     -5.749013e-03   
MentHlth_26-30                                     -3.269622e-02   
PhysHlth_0                                          4.479329e-01   
PhysHlth_1-5                                       -3.785257e-01   
PhysHlth_6-10                                      -2.269991e-02   
PhysHlth_11-15                                     -1.240967e-02   
PhysHlth_16-20                                     -3.187003e-03   
PhysHlth_21-25                                     -1.331429e-03   
PhysHlth_26-30                                     -2.977918e-02   
Education_Never attended school or only kinderg... -9.420045e-04   
Education_Elementary                                2.110300e-03   
Education_Some high school                          1.265491e-02   
Education_High school graduate                      2.943501e-01   
Education_Some college or technical school          1.191911e-01   
Education_College graduate                         -4.273644e-01   
Income_Less than $10,000                            5.161832e-03   
Income_$10,000-$14,999                              1.053867e-02   
Income_$15,000-$19,999                              1.564005e-02   
Income_$20,000-$24,999                              1.943060e-02   
Income_$25,000-$34,999                              4.839361e-02   
Income_$35,000-$49,999                              7.859535e-02   
Income_$50,000-$74,999                              1.413474e-01   
Income_$75,000 or more                             -3.191075e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                           -1.549439e-19   
Age_18-29                                           0.000000e+00   
Age_30-49                                          -1.549439e-19   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC3  \
HighBP                                              5.360291e-02   
HighChol                                            1.184304e-01   
CholCheck                                           1.415313e-02   
Smoker                                              1.515738e-02   
Stroke                                             -1.154011e-02   
HeartDiseaseorAttack                               -1.588444e-02   
PhysActivity                                       -4.970636e-02   
Fruits                                             -1.109189e-01   
Veggies                                            -4.849382e-02   
HvyAlcoholConsump                                   2.362326e-02   
AnyHealthcare                                       4.733163e-03   
NoDocbcCost                                        -4.976864e-02   
DiffWalk                                           -6.556479e-02   
BMI_Underweight                                     8.673617e-19   
BMI_Healthy weight                                  0.000000e+00   
BMI_Overweight                                      6.505213e-19   
BMI_Class 1 Obesity                                -5.421011e-20   
BMI_Class 2 Obesity                                 3.084562e-20   
BMI_Class 3 Obesity                                 6.776264e-21   
GenHlth_Excellent                                  -3.651203e-02   
GenHlth_Very good                                  -5.214179e-01   
GenHlth_Good                                        7.583230e-01   
GenHlth_Fair                                       -1.522455e-01   
GenHlth_Poor                                       -4.814762e-02   
MentHlth_0                                          8.698095e-02   
MentHlth_1-5                                       -1.551968e-02   
MentHlth_6-10                                      -1.714199e-02   
MentHlth_11-15                                     -1.510269e-02   
MentHlth_16-20                                     -9.121768e-05   
MentHlth_21-25                                     -7.723996e-03   
MentHlth_26-30                                     -3.140138e-02   
PhysHlth_0                                          7.100202e-02   
PhysHlth_1-5                                        1.189309e-02   
PhysHlth_6-10                                       6.205581e-03   
PhysHlth_11-15                                     -8.309892e-03   
PhysHlth_16-20                                     -5.459758e-03   
PhysHlth_21-25                                     -4.016581e-03   
PhysHlth_26-30                                     -7.131446e-02   
Education_Never attended school or only kinderg...  5.041087e-04   
Education_Elementary                               -7.137687e-04   
Education_Some high school                          3.196003e-04   
Education_High school graduate                      5.775800e-02   
Education_Some college or technical school         -1.545399e-01   
Education_College graduate                          9.667197e-02   
Income_Less than $10,000                           -1.700770e-02   
Income_$10,000-$14,999                             -2.006518e-02   
Income_$15,000-$19,999                             -2.305003e-02   
Income_$20,000-$24,999                             -6.805010e-03   
Income_$25,000-$34,999                             -4.262563e-03   
Income_$35,000-$49,999                             -1.457097e-02   
Income_$50,000-$74,999                             -6.319678e-02   
Income_$75,000 or more                              1.489582e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            3.529111e-20   
Age_18-29                                           0.000000e+00   
Age_30-49                                           3.529111e-20   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC4  \
HighBP                                             -1.815529e-01   
HighChol                                           -1.595129e-01   
CholCheck                                          -1.867701e-02   
Smoker                                             -2.160204e-02   
Stroke                                             -1.222890e-02   
HeartDiseaseorAttack                               -2.573150e-02   
PhysActivity                                        6.027989e-02   
Fruits                                             -8.831651e-03   
Veggies                                             2.588698e-02   
HvyAlcoholConsump                                   3.630675e-03   
AnyHealthcare                                       2.299780e-02   
NoDocbcCost                                        -3.066401e-02   
DiffWalk                                           -4.653987e-02   
BMI_Underweight                                     6.938894e-18   
BMI_Healthy weight                                 -3.469447e-18   
BMI_Overweight                                      3.469447e-18   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                 1.586986e-18   
BMI_Class 3 Obesity                                -6.505213e-19   
GenHlth_Excellent                                  -5.624841e-03   
GenHlth_Very good                                  -7.317792e-02   
GenHlth_Good                                        1.902382e-01   
GenHlth_Fair                                       -1.029078e-01   
GenHlth_Poor                                       -8.527627e-03   
MentHlth_0                                          5.247126e-02   
MentHlth_1-5                                       -2.137776e-02   
MentHlth_6-10                                      -1.290971e-02   
MentHlth_11-15                                     -1.649140e-02   
MentHlth_16-20                                     -5.083945e-03   
MentHlth_21-25                                      8.687979e-03   
MentHlth_26-30                                     -5.296426e-03   
PhysHlth_0                                         -1.563255e-01   
PhysHlth_1-5                                        1.828521e-01   
PhysHlth_6-10                                      -6.084542e-03   
PhysHlth_11-15                                      1.060382e-02   
PhysHlth_16-20                                     -1.249116e-02   
PhysHlth_21-25                                      3.024884e-03   
PhysHlth_26-30                                     -2.157952e-02   
Education_Never attended school or only kinderg...  4.691579e-04   
Education_Elementary                               -2.869989e-03   
Education_Some high school                         -1.238660e-02   
Education_High school graduate                     -4.280553e-01   
Education_Some college or technical school          7.351350e-01   
Education_College graduate                         -2.922923e-01   
Income_Less than $10,000                           -6.520106e-03   
Income_$10,000-$14,999                             -1.019056e-02   
Income_$15,000-$19,999                             -2.226785e-02   
Income_$20,000-$24,999                             -1.298126e-02   
Income_$25,000-$34,999                             -1.005617e-02   
Income_$35,000-$49,999                             -2.408564e-02   
Income_$50,000-$74,999                              8.057180e-02   
Income_$75,000 or more                              5.529781e-03   
Sex_Female                                          0.000000e+00   
Sex_Male                                            1.931243e-19   
Age_18-29                                           0.000000e+00   
Age_30-49                                           1.931243e-19   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC5  \
HighBP                                              4.476136e-01   
HighChol                                            3.707634e-01   
CholCheck                                           3.186275e-02   
Smoker                                              1.937780e-01   
Stroke                                              2.576148e-02   
HeartDiseaseorAttack                                4.553440e-02   
PhysActivity                                        1.677888e-01   
Fruits                                              5.860122e-01   
Veggies                                             3.455978e-01   
HvyAlcoholConsump                                   1.645337e-02   
AnyHealthcare                                       3.559614e-02   
NoDocbcCost                                        -4.376014e-03   
DiffWalk                                            1.795982e-02   
BMI_Underweight                                     0.000000e+00   
BMI_Healthy weight                                  5.551115e-17   
BMI_Overweight                                      1.665335e-16   
BMI_Class 1 Obesity                                -5.551115e-17   
BMI_Class 2 Obesity                                 8.525525e-17   
BMI_Class 3 Obesity                                -2.081668e-17   
GenHlth_Excellent                                  -1.892867e-03   
GenHlth_Very good                                  -3.829229e-02   
GenHlth_Good                                        5.399325e-03   
GenHlth_Fair                                        1.642494e-02   
GenHlth_Poor                                        1.836090e-02   
MentHlth_0                                          7.723470e-02   
MentHlth_1-5                                       -8.353008e-02   
MentHlth_6-10                                       1.345037e-02   
MentHlth_11-15                                     -1.158668e-02   
MentHlth_16-20                                      6.369144e-03   
MentHlth_21-25                                      9.694746e-04   
MentHlth_26-30                                     -2.906925e-03   
PhysHlth_0                                          1.572501e-01   
PhysHlth_1-5                                       -1.657950e-01   
PhysHlth_6-10                                      -8.892003e-04   
PhysHlth_11-15                                     -3.455185e-03   
PhysHlth_16-20                                     -4.497620e-03   
PhysHlth_21-25                                      2.838995e-03   
PhysHlth_26-30                                      1.454786e-02   
Education_Never attended school or only kinderg... -2.720390e-05   
Education_Elementary                                1.728089e-03   
Education_Some high school                          6.076440e-03   
Education_High school graduate                     -1.600952e-01   
Education_Some college or technical school          1.536311e-01   
Education_College graduate                         -1.313260e-03   
Income_Less than $10,000                           -4.154390e-03   
Income_$10,000-$14,999                             -1.076152e-02   
Income_$15,000-$19,999                              8.073756e-03   
Income_$20,000-$24,999                             -1.643833e-03   
Income_$25,000-$34,999                             -7.601339e-03   
Income_$35,000-$49,999                             -3.344895e-02   
Income_$50,000-$74,999                             -3.939089e-02   
Income_$75,000 or more                              8.892716e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                           -1.428745e-19   
Age_18-29                                           0.000000e+00   
Age_30-49                                          -1.428745e-19   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC6  \
HighBP                                             -3.593551e-01   
HighChol                                           -4.086951e-01   
CholCheck                                          -2.692288e-02   
Smoker                                              1.654810e-01   
Stroke                                             -4.685331e-03   
HeartDiseaseorAttack                               -2.468667e-02   
PhysActivity                                        2.252167e-01   
Fruits                                              5.240866e-01   
Veggies                                             2.593855e-01   
HvyAlcoholConsump                                   6.329302e-03   
AnyHealthcare                                      -3.822664e-02   
NoDocbcCost                                         6.937388e-02   
DiffWalk                                           -1.327958e-02   
BMI_Underweight                                    -2.775558e-17   
BMI_Healthy weight                                  0.000000e+00   
BMI_Overweight                                      1.110223e-16   
BMI_Class 1 Obesity                                -5.551115e-17   
BMI_Class 2 Obesity                                 3.843774e-17   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                   1.815897e-02   
GenHlth_Very good                                  -1.077226e-01   
GenHlth_Good                                        1.513710e-01   
GenHlth_Fair                                       -4.556063e-02   
GenHlth_Poor                                       -1.624674e-02   
MentHlth_0                                         -1.257003e-01   
MentHlth_1-5                                        9.602922e-02   
MentHlth_6-10                                       1.966814e-02   
MentHlth_11-15                                     -1.131947e-02   
MentHlth_16-20                                      1.228391e-02   
MentHlth_21-25                                     -6.929506e-03   
MentHlth_26-30                                      1.596799e-02   
PhysHlth_0                                         -1.170888e-01   
PhysHlth_1-5                                        1.324115e-01   
PhysHlth_6-10                                      -2.747221e-03   
PhysHlth_11-15                                      8.854306e-03   
PhysHlth_16-20                                     -4.569426e-03   
PhysHlth_21-25                                     -5.475974e-03   
PhysHlth_26-30                                     -1.138437e-02   
Education_Never attended school or only kinderg...  1.168351e-03   
Education_Elementary                                1.424829e-03   
Education_Some high school                          5.085487e-03   
Education_High school graduate                      2.303201e-01   
Education_Some college or technical school         -1.894111e-01   
Education_College graduate                         -4.858765e-02   
Income_Less than $10,000                           -1.905947e-02   
Income_$10,000-$14,999                             -2.491208e-03   
Income_$15,000-$19,999                              1.472636e-02   
Income_$20,000-$24,999                              1.710006e-02   
Income_$25,000-$34,999                              1.478188e-02   
Income_$35,000-$49,999                              8.815866e-02   
Income_$50,000-$74,999                              1.365919e-01   
Income_$75,000 or more                             -2.498082e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                           -5.754819e-20   
Age_18-29                                           0.000000e+00   
Age_30-49                                          -5.754819e-20   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC7  \
HighBP                                              1.023197e-01   
HighChol                                            2.530636e-02   
CholCheck                                           1.821714e-02   
Smoker                                              7.820161e-03   
Stroke                                              1.972438e-04   
HeartDiseaseorAttack                               -2.643850e-03   
PhysActivity                                       -4.093336e-02   
Fruits                                              1.115930e-01   
Veggies                                            -2.742099e-02   
HvyAlcoholConsump                                   4.932288e-03   
AnyHealthcare                                       3.945207e-02   
NoDocbcCost                                        -5.016649e-02   
DiffWalk                                           -2.818017e-02   
BMI_Underweight                                    -1.110223e-16   
BMI_Healthy weight                                 -2.775558e-17   
BMI_Overweight                                      8.326673e-17   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                 9.724284e-17   
BMI_Class 3 Obesity                                -2.775558e-17   
GenHlth_Excellent                                  -3.061836e-02   
GenHlth_Very good                                   1.137825e-01   
GenHlth_Good                                       -4.258588e-02   
GenHlth_Fair                                       -5.634712e-03   
GenHlth_Poor                                       -3.494360e-02   
MentHlth_0                                          5.150009e-01   
MentHlth_1-5                                       -3.518713e-01   
MentHlth_6-10                                      -3.120779e-02   
MentHlth_11-15                                     -3.675230e-02   
MentHlth_16-20                                     -1.533813e-02   
MentHlth_21-25                                     -1.228370e-02   
MentHlth_26-30                                     -6.754761e-02   
PhysHlth_0                                         -4.070849e-01   
PhysHlth_1-5                                        4.255220e-01   
PhysHlth_6-10                                       1.249632e-02   
PhysHlth_11-15                                      4.922231e-03   
PhysHlth_16-20                                     -4.143505e-03   
PhysHlth_21-25                                     -3.219411e-03   
PhysHlth_26-30                                     -2.849276e-02   
Education_Never attended school or only kinderg... -2.588520e-04   
Education_Elementary                               -1.210299e-03   
Education_Some high school                         -2.086313e-02   
Education_High school graduate                      3.076772e-01   
Education_Some college or technical school         -8.109698e-02   
Education_College graduate                         -2.042480e-01   
Income_Less than $10,000                           -1.597822e-02   
Income_$10,000-$14,999                             -6.956701e-03   
Income_$15,000-$19,999                              2.653037e-04   
Income_$20,000-$24,999                             -3.023588e-02   
Income_$25,000-$34,999                             -1.358286e-02   
Income_$35,000-$49,999                             -2.212541e-02   
Income_$50,000-$74,999                             -1.266228e-01   
Income_$75,000 or more                              2.152366e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            5.939051e-19   
Age_18-29                                           0.000000e+00   
Age_30-49                                           5.939051e-19   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC8  \
HighBP                                             -2.147492e-02   
HighChol                                           -6.548162e-02   
CholCheck                                          -3.774100e-03   
Smoker                                              2.425293e-01   
Stroke                                             -2.891699e-03   
HeartDiseaseorAttack                               -4.110094e-02   
PhysActivity                                        3.868577e-02   
Fruits                                             -1.192619e-02   
Veggies                                            -3.059178e-02   
HvyAlcoholConsump                                   4.185201e-02   
AnyHealthcare                                       3.558586e-04   
NoDocbcCost                                        -5.548135e-02   
DiffWalk                                           -5.334956e-02   
BMI_Underweight                                     2.255141e-17   
BMI_Healthy weight                                  9.714451e-17   
BMI_Overweight                                     -1.700029e-16   
BMI_Class 1 Obesity                                 1.630640e-16   
BMI_Class 2 Obesity                                -6.747973e-17   
BMI_Class 3 Obesity                                -1.040834e-16   
GenHlth_Excellent                                  -8.545413e-03   
GenHlth_Very good                                   1.241194e-01   
GenHlth_Good                                        4.810044e-03   
GenHlth_Fair                                       -1.101979e-01   
GenHlth_Poor                                       -1.018610e-02   
MentHlth_0                                         -3.213741e-01   
MentHlth_1-5                                        2.970196e-01   
MentHlth_6-10                                       2.791596e-02   
MentHlth_11-15                                     -3.383531e-03   
MentHlth_16-20                                      2.346890e-03   
MentHlth_21-25                                     -3.131095e-03   
MentHlth_26-30                                      6.062619e-04   
PhysHlth_0                                          1.275727e-01   
PhysHlth_1-5                                       -6.419324e-02   
PhysHlth_6-10                                      -1.414053e-02   
PhysHlth_11-15                                     -5.440204e-03   
PhysHlth_16-20                                     -2.859301e-03   
PhysHlth_21-25                                     -2.937845e-04   
PhysHlth_26-30                                     -4.064566e-02   
Education_Never attended school or only kinderg...  7.588581e-05   
Education_Elementary                               -1.081010e-02   
Education_Some high school                         -1.864719e-02   
Education_High school graduate                      3.296638e-01   
Education_Some college or technical school          1.100088e-01   
Education_College graduate                         -4.102911e-01   
Income_Less than $10,000                           -1.130297e-02   
Income_$10,000-$14,999                             -5.805471e-03   
Income_$15,000-$19,999                             -1.047897e-02   
Income_$20,000-$24,999                             -9.148858e-03   
Income_$25,000-$34,999                             -2.545206e-02   
Income_$35,000-$49,999                             -6.096151e-02   
Income_$50,000-$74,999                             -3.744522e-01   
Income_$75,000 or more                              4.976021e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            5.100890e-19   
Age_18-29                                           0.000000e+00   
Age_30-49                                           5.100890e-19   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC9  \
HighBP                                             -2.150710e-01   
HighChol                                           -5.472806e-02   
CholCheck                                          -2.703781e-02   
Smoker                                              8.467228e-01   
Stroke                                             -1.201489e-03   
HeartDiseaseorAttack                                6.137521e-03   
PhysActivity                                       -2.002519e-01   
Fruits                                             -1.406048e-01   
Veggies                                             1.514225e-02   
HvyAlcoholConsump                                   4.493605e-02   
AnyHealthcare                                      -1.487498e-02   
NoDocbcCost                                        -2.152795e-02   
DiffWalk                                            5.776137e-02   
BMI_Underweight                                    -5.551115e-17   
BMI_Healthy weight                                 -2.775558e-17   
BMI_Overweight                                      5.551115e-17   
BMI_Class 1 Obesity                                 2.775558e-17   
BMI_Class 2 Obesity                                 7.607077e-17   
BMI_Class 3 Obesity                                -2.775558e-17   
GenHlth_Excellent                                   2.665730e-02   
GenHlth_Very good                                   5.862950e-03   
GenHlth_Good                                       -6.621421e-02   
GenHlth_Fair                                        1.303143e-02   
GenHlth_Poor                                        2.066253e-02   
MentHlth_0                                          1.276064e-01   
MentHlth_1-5                                       -1.499291e-01   
MentHlth_6-10                                       1.482328e-03   
MentHlth_11-15                                      9.468384e-04   
MentHlth_16-20                                      6.471061e-03   
MentHlth_21-25                                     -5.246287e-03   
MentHlth_26-30                                      1.866872e-02   
PhysHlth_0                                         -1.907077e-02   
PhysHlth_1-5                                       -2.418731e-02   
PhysHlth_6-10                                      -1.974897e-03   
PhysHlth_11-15                                     -8.868231e-04   
PhysHlth_16-20                                     -4.630720e-03   
PhysHlth_21-25                                      5.302311e-03   
PhysHlth_26-30                                      4.544821e-02   
Education_Never attended school or only kinderg... -1.442604e-03   
Education_Elementary                                1.794144e-03   
Education_Some high school                          5.073549e-02   
Education_High school graduate                     -2.242217e-01   
Education_Some college or technical school         -5.248713e-02   
Education_College graduate                          2.256218e-01   
Income_Less than $10,000                           -2.330183e-04   
Income_$10,000-$14,999                             -3.208455e-03   
Income_$15,000-$19,999                              1.600480e-02   
Income_$20,000-$24,999                              1.639143e-02   
Income_$25,000-$34,999                             -4.226219e-02   
Income_$35,000-$49,999                             -4.570290e-02   
Income_$50,000-$74,999                             -2.642233e-02   
Income_$75,000 or more                              8.543266e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -1.328091e-18   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -1.328091e-18   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC10  ...  PC49  \
HighBP                                              8.690050e-02  ...   0.0   
HighChol                                            3.323419e-01  ...   0.0   
CholCheck                                           9.804451e-04  ...   0.0   
Smoker                                              2.298635e-01  ...   0.0   
Stroke                                             -2.788330e-02  ...   0.0   
HeartDiseaseorAttack                               -4.325475e-02  ...   0.0   
PhysActivity                                        2.796487e-01  ...   0.0   
Fruits                                             -1.664195e-01  ...   0.0   
Veggies                                            -5.931348e-02  ...   0.0   
HvyAlcoholConsump                                   1.820795e-02  ...   0.0   
AnyHealthcare                                       5.725702e-02  ...   0.0   
NoDocbcCost                                        -1.504877e-01  ...   0.0   
DiffWalk                                           -1.959875e-01  ...   0.0   
BMI_Underweight                                    -0.000000e+00  ...   0.0   
BMI_Healthy weight                                  1.110223e-16  ...   0.0   
BMI_Overweight                                     -5.551115e-17  ...   0.0   
BMI_Class 1 Obesity                                 3.469447e-17  ...   0.0   
BMI_Class 2 Obesity                                 1.170057e-16  ...   0.0   
BMI_Class 3 Obesity                                -2.220446e-16  ...   0.0   
GenHlth_Excellent                                  -1.295026e-01  ...   0.0   
GenHlth_Very good                                   3.968602e-01  ...   0.0   
GenHlth_Good                                        1.347133e-01  ...   0.0   
GenHlth_Fair                                       -3.157110e-01  ...   0.0   
GenHlth_Poor                                       -8.635982e-02  ...   0.0   
MentHlth_0                                         -4.266119e-02  ...   0.0   
MentHlth_1-5                                        2.080885e-01  ...   0.0   
MentHlth_6-10                                      -7.149126e-03  ...   0.0   
MentHlth_11-15                                     -3.243763e-02  ...   0.0   
MentHlth_16-20                                     -1.869710e-02  ...   0.0   
MentHlth_21-25                                     -4.501591e-03  ...   0.0   
MentHlth_26-30                                     -1.026418e-01  ...   0.0   
PhysHlth_0                                          1.993659e-02  ...   0.0   
PhysHlth_1-5                                        2.362853e-01  ...   0.0   
PhysHlth_6-10                                      -2.886512e-02  ...   0.0   
PhysHlth_11-15                                     -3.906066e-02  ...   0.0   
PhysHlth_16-20                                     -1.573733e-02  ...   0.0   
PhysHlth_21-25                                     -1.130884e-02  ...   0.0   
PhysHlth_26-30                                     -1.612499e-01  ...   0.0   
Education_Never attended school or only kinderg...  1.027556e-03  ...   0.0   
Education_Elementary                               -1.914247e-02  ...   0.0   
Education_Some high school                         -4.592187e-02  ...   0.0   
Education_High school graduate                      8.383490e-02  ...   0.0   
Education_Some college or technical school         -2.887046e-02  ...   0.0   
Education_College graduate                          9.072350e-03  ...   0.0   
Income_Less than $10,000                           -5.032765e-02  ...   0.0   
Income_$10,000-$14,999                             -4.777804e-02  ...   0.0   
Income_$15,000-$19,999                             -6.336380e-02  ...   0.0   
Income_$20,000-$24,999                             -2.881581e-02  ...   0.0   
Income_$25,000-$34,999                             -3.044706e-02  ...   0.0   
Income_$35,000-$49,999                              5.205514e-02  ...   0.0   
Income_$50,000-$74,999                              3.783117e-01  ...   0.0   
Income_$75,000 or more                             -2.096345e-01  ...   0.0   
Sex_Female                                         -0.000000e+00  ...   0.0   
Sex_Male                                            1.469224e-18  ...   0.0   
Age_18-29                                          -0.000000e+00  ...   0.0   
Age_30-49                                           1.469224e-18  ...   0.0   
Age_50-64                                          -0.000000e+00  ...   1.0   
Age_65+                                            -0.000000e+00  ...   0.0   

                                                    PC50          PC51  \
HighBP                                              -0.0 -0.000000e+00   
HighChol                                            -0.0 -5.254547e-26   
CholCheck                                           -0.0  8.199163e-25   
Smoker                                              -0.0 -9.458592e-26   
Stroke                                              -0.0 -1.921985e-25   
HeartDiseaseorAttack                                -0.0 -1.319544e-25   
PhysActivity                                        -0.0 -6.446065e-28   
Fruits                                              -0.0  4.080112e-26   
Veggies                                             -0.0 -3.997842e-25   
HvyAlcoholConsump                                   -0.0 -6.562522e-25   
AnyHealthcare                                       -0.0 -2.099508e-24   
NoDocbcCost                                         -0.0 -7.484705e-25   
DiffWalk                                            -0.0  5.238892e-25   
BMI_Underweight                                     -0.0  5.624083e-10   
BMI_Healthy weight                                  -0.0  5.303971e-10   
BMI_Overweight                                      -0.0 -1.163811e-10   
BMI_Class 1 Obesity                                 -0.0 -3.336730e-11   
BMI_Class 2 Obesity                                 -0.0 -1.952684e-10   
BMI_Class 3 Obesity                                 -0.0  8.041998e-10   
GenHlth_Excellent                                   -0.0 -1.744087e-10   
GenHlth_Very good                                   -0.0 -1.744087e-10   
GenHlth_Good                                        -0.0 -1.744087e-10   
GenHlth_Fair                                        -0.0 -1.744087e-10   
GenHlth_Poor                                        -0.0 -1.744087e-10   
MentHlth_0                                          -0.0 -1.719684e-10   
MentHlth_1-5                                        -0.0 -1.719684e-10   
MentHlth_6-10                                       -0.0 -1.719684e-10   
MentHlth_11-15                                      -0.0 -1.719684e-10   
MentHlth_16-20                                      -0.0 -1.719684e-10   
MentHlth_21-25                                      -0.0 -1.719684e-10   
MentHlth_26-30                                      -0.0 -1.719684e-10   
PhysHlth_0                                          -0.0  1.758047e-10   
PhysHlth_1-5                                        -0.0  1.758047e-10   
PhysHlth_6-10                                       -0.0  1.758047e-10   
PhysHlth_11-15                                      -0.0  1.758047e-10   
PhysHlth_16-20                                      -0.0  1.758047e-10   
PhysHlth_21-25                                      -0.0  1.758047e-10   
PhysHlth_26-30                                      -0.0  1.758047e-10   
Education_Never attended school or only kinderg...  -0.0 -5.925138e-10   
Education_Elementary                                -0.0 -5.925138e-10   
Education_Some high school                          -0.0 -5.925138e-10   
Education_High school graduate                      -0.0 -5.925138e-10   
Education_Some college or technical school          -0.0 -5.925138e-10   
Education_College graduate                          -0.0 -5.925138e-10   
Income_Less than $10,000                            -0.0  2.241447e-10   
Income_$10,000-$14,999                              -0.0  2.241447e-10   
Income_$15,000-$19,999                              -0.0  2.241447e-10   
Income_$20,000-$24,999                              -0.0  2.241447e-10   
Income_$25,000-$34,999                              -0.0  2.241447e-10   
Income_$35,000-$49,999                              -0.0  2.241447e-10   
Income_$50,000-$74,999                              -0.0  2.241447e-10   
Income_$75,000 or more                              -0.0  2.241447e-10   
Sex_Female                                          -0.0  9.999977e-01   
Sex_Male                                            -0.0  1.528672e-03   
Age_18-29                                            1.0 -0.000000e+00   
Age_30-49                                           -0.0 -1.528663e-03   
Age_50-64                                           -0.0 -0.000000e+00   
Age_65+                                             -0.0 -0.000000e+00   

                                                            PC52  \
HighBP                                              0.000000e+00   
HighChol                                           -2.690328e-23   
CholCheck                                           2.891255e-22   
Smoker                                             -6.041648e-23   
Stroke                                             -1.859664e-22   
HeartDiseaseorAttack                               -4.318084e-23   
PhysActivity                                        8.185894e-24   
Fruits                                             -2.184140e-23   
Veggies                                            -1.155649e-22   
HvyAlcoholConsump                                  -1.847465e-22   
AnyHealthcare                                      -9.199310e-22   
NoDocbcCost                                        -3.164430e-22   
DiffWalk                                            2.389603e-22   
BMI_Underweight                                     2.601472e-07   
BMI_Healthy weight                                  2.453402e-07   
BMI_Overweight                                     -5.383320e-08   
BMI_Class 1 Obesity                                -1.543438e-08   
BMI_Class 2 Obesity                                -9.032320e-08   
BMI_Class 3 Obesity                                 3.719901e-07   
GenHlth_Excellent                                  -8.067435e-08   
GenHlth_Very good                                  -8.067435e-08   
GenHlth_Good                                       -8.067435e-08   
GenHlth_Fair                                       -8.067435e-08   
GenHlth_Poor                                       -8.067435e-08   
MentHlth_0                                         -7.954558e-08   
MentHlth_1-5                                       -7.954558e-08   
MentHlth_6-10                                      -7.954558e-08   
MentHlth_11-15                                     -7.954558e-08   
MentHlth_16-20                                     -7.954558e-08   
MentHlth_21-25                                     -7.954558e-08   
MentHlth_26-30                                     -7.954558e-08   
PhysHlth_0                                          8.132009e-08   
PhysHlth_1-5                                        8.132009e-08   
PhysHlth_6-10                                       8.132009e-08   
PhysHlth_11-15                                      8.132009e-08   
PhysHlth_16-20                                      8.132009e-08   
PhysHlth_21-25                                      8.132009e-08   
PhysHlth_26-30                                      8.132009e-08   
Education_Never attended school or only kinderg... -2.740728e-07   
Education_Elementary                               -2.740728e-07   
Education_Some high school                         -2.740728e-07   
Education_High school graduate                     -2.740728e-07   
Education_Some college or technical school         -2.740728e-07   
Education_College graduate                         -2.740728e-07   
Income_Less than $10,000                            1.036802e-07   
Income_$10,000-$14,999                              1.036802e-07   
Income_$15,000-$19,999                              1.036802e-07   
Income_$20,000-$24,999                              1.036802e-07   
Income_$25,000-$34,999                              1.036802e-07   
Income_$35,000-$49,999                              1.036802e-07   
Income_$50,000-$74,999                              1.036802e-07   
Income_$75,000 or more                              1.036802e-07   
Sex_Female                                         -2.161862e-03   
Sex_Male                                            7.071071e-01   
Age_18-29                                           0.000000e+00   
Age_30-49                                          -7.071031e-01   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC53  \
HighBP                                              0.000000e+00   
HighChol                                            2.327336e-17   
CholCheck                                          -1.298565e-17   
Smoker                                              7.785910e-17   
Stroke                                              5.747196e-18   
HeartDiseaseorAttack                                1.986928e-16   
PhysActivity                                       -1.092291e-16   
Fruits                                             -2.762899e-19   
Veggies                                             2.295723e-16   
HvyAlcoholConsump                                   2.824700e-16   
AnyHealthcare                                       6.388298e-16   
NoDocbcCost                                         3.974828e-16   
DiffWalk                                            8.853827e-17   
BMI_Underweight                                    -3.306252e-01   
BMI_Healthy weight                                  7.027844e-02   
BMI_Overweight                                      3.420301e-01   
BMI_Class 1 Obesity                                 3.910674e-01   
BMI_Class 2 Obesity                                -2.175549e-01   
BMI_Class 3 Obesity                                -2.054536e-01   
GenHlth_Excellent                                   7.295619e-02   
GenHlth_Very good                                   7.295619e-02   
GenHlth_Good                                        7.295619e-02   
GenHlth_Fair                                        7.295619e-02   
GenHlth_Poor                                        7.295619e-02   
MentHlth_0                                          8.047866e-03   
MentHlth_1-5                                        8.047866e-03   
MentHlth_6-10                                       8.047866e-03   
MentHlth_11-15                                      8.047866e-03   
MentHlth_16-20                                      8.047866e-03   
MentHlth_21-25                                      8.047866e-03   
MentHlth_26-30                                      8.047866e-03   
PhysHlth_0                                          5.276669e-02   
PhysHlth_1-5                                        5.276669e-02   
PhysHlth_6-10                                       5.276669e-02   
PhysHlth_11-15                                      5.276669e-02   
PhysHlth_16-20                                      5.276669e-02   
PhysHlth_21-25                                      5.276669e-02   
PhysHlth_26-30                                      5.276669e-02   
Education_Never attended school or only kinderg...  2.677183e-01   
Education_Elementary                                2.677183e-01   
Education_Some high school                          2.677183e-01   
Education_High school graduate                      2.677183e-01   
Education_Some college or technical school          2.677183e-01   
Education_College graduate                          2.677183e-01   
Income_Less than $10,000                           -2.103643e-02   
Income_$10,000-$14,999                             -2.103643e-02   
Income_$15,000-$19,999                             -2.103643e-02   
Income_$20,000-$24,999                             -2.103643e-02   
Income_$25,000-$34,999                             -2.103643e-02   
Income_$35,000-$49,999                             -2.103643e-02   
Income_$50,000-$74,999                             -2.103643e-02   
Income_$75,000 or more                             -2.103643e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                            1.519091e-01   
Age_18-29                                           0.000000e+00   
Age_30-49                                           1.519091e-01   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC54  \
HighBP                                              5.703521e-17   
HighChol                                           -1.336013e-16   
CholCheck                                          -5.012998e-16   
Smoker                                             -8.226438e-18   
Stroke                                             -4.530723e-16   
HeartDiseaseorAttack                                6.038888e-16   
PhysActivity                                       -4.468626e-17   
Fruits                                              2.773209e-17   
Veggies                                            -1.796375e-16   
HvyAlcoholConsump                                   2.022782e-16   
AnyHealthcare                                       5.052911e-17   
NoDocbcCost                                         4.179910e-17   
DiffWalk                                           -2.566115e-16   
BMI_Underweight                                    -9.083251e-02   
BMI_Healthy weight                                  2.434418e-01   
BMI_Overweight                                      2.240244e-01   
BMI_Class 1 Obesity                                 4.065994e-01   
BMI_Class 2 Obesity                                 3.685749e-01   
BMI_Class 3 Obesity                                 2.357751e-01   
GenHlth_Excellent                                  -2.335409e-01   
GenHlth_Very good                                  -2.335409e-01   
GenHlth_Good                                       -2.335409e-01   
GenHlth_Fair                                       -2.335409e-01   
GenHlth_Poor                                       -2.335409e-01   
MentHlth_0                                          9.689916e-02   
MentHlth_1-5                                        9.689916e-02   
MentHlth_6-10                                       9.689916e-02   
MentHlth_11-15                                      9.689916e-02   
MentHlth_16-20                                      9.689916e-02   
MentHlth_21-25                                      9.689916e-02   
MentHlth_26-30                                      9.689916e-02   
PhysHlth_0                                          1.427554e-01   
PhysHlth_1-5                                        1.427554e-01   
PhysHlth_6-10                                       1.427554e-01   
PhysHlth_11-15                                      1.427554e-01   
PhysHlth_16-20                                      1.427554e-01   
PhysHlth_21-25                                      1.427554e-01   
PhysHlth_26-30                                      1.427554e-01   
Education_Never attended school or only kinderg... -6.868443e-02   
Education_Elementary                               -6.868443e-02   
Education_Some high school                         -6.868443e-02   
Education_High school graduate                     -6.868443e-02   
Education_Some college or technical school         -6.868443e-02   
Education_College graduate                         -6.868443e-02   
Income_Less than $10,000                           -2.772621e-02   
Income_$10,000-$14,999                             -2.772621e-02   
Income_$15,000-$19,999                             -2.772621e-02   
Income_$20,000-$24,999                             -2.772621e-02   
Income_$25,000-$34,999                             -2.772621e-02   
Income_$35,000-$49,999                             -2.772621e-02   
Income_$50,000-$74,999                             -2.772621e-02   
Income_$75,000 or more                             -2.772621e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -7.069755e-02   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -7.069755e-02   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC55  \
HighBP                                              0.000000e+00   
HighChol                                            5.642026e-18   
CholCheck                                           1.589188e-16   
Smoker                                             -4.979732e-17   
Stroke                                             -2.147959e-16   
HeartDiseaseorAttack                                1.261145e-16   
PhysActivity                                       -6.210791e-18   
Fruits                                             -1.485354e-17   
Veggies                                             2.108039e-17   
HvyAlcoholConsump                                  -3.610273e-16   
AnyHealthcare                                      -3.039076e-17   
NoDocbcCost                                        -4.742523e-17   
DiffWalk                                           -3.867912e-16   
BMI_Underweight                                    -1.213750e-01   
BMI_Healthy weight                                  3.904741e-01   
BMI_Overweight                                      1.353140e-01   
BMI_Class 1 Obesity                                 2.742100e-01   
BMI_Class 2 Obesity                                 6.876979e-02   
BMI_Class 3 Obesity                                 5.091667e-01   
GenHlth_Excellent                                   1.687771e-01   
GenHlth_Very good                                   1.687771e-01   
GenHlth_Good                                        1.687771e-01   
GenHlth_Fair                                        1.687771e-01   
GenHlth_Poor                                        1.687771e-01   
MentHlth_0                                         -7.884082e-02   
MentHlth_1-5                                       -7.884082e-02   
MentHlth_6-10                                      -7.884082e-02   
MentHlth_11-15                                     -7.884082e-02   
MentHlth_16-20                                     -7.884082e-02   
MentHlth_21-25                                     -7.884082e-02   
MentHlth_26-30                                     -7.884082e-02   
PhysHlth_0                                         -1.845420e-01   
PhysHlth_1-5                                       -1.845420e-01   
PhysHlth_6-10                                      -1.845420e-01   
PhysHlth_11-15                                     -1.845420e-01   
PhysHlth_16-20                                     -1.845420e-01   
PhysHlth_21-25                                     -1.845420e-01   
PhysHlth_26-30                                     -1.845420e-01   
Education_Never attended school or only kinderg... -5.571366e-02   
Education_Elementary                               -5.571366e-02   
Education_Some high school                         -5.571366e-02   
Education_High school graduate                     -5.571366e-02   
Education_Some college or technical school         -5.571366e-02   
Education_College graduate                         -5.571366e-02   
Income_Less than $10,000                           -6.086059e-02   
Income_$10,000-$14,999                             -6.086059e-02   
Income_$15,000-$19,999                             -6.086059e-02   
Income_$20,000-$24,999                             -6.086059e-02   
Income_$25,000-$34,999                             -6.086059e-02   
Income_$35,000-$49,999                             -6.086059e-02   
Income_$50,000-$74,999                             -6.086059e-02   
Income_$75,000 or more                             -6.086059e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                           -3.695191e-02   
Age_18-29                                           0.000000e+00   
Age_30-49                                          -3.695191e-02   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC56  \
HighBP                                             -0.000000e+00   
HighChol                                            6.206229e-17   
CholCheck                                          -1.078156e-16   
Smoker                                             -6.664574e-17   
Stroke                                              2.860536e-16   
HeartDiseaseorAttack                               -1.789203e-18   
PhysActivity                                       -2.289863e-17   
Fruits                                             -8.771689e-17   
Veggies                                            -2.556220e-17   
HvyAlcoholConsump                                   3.369344e-16   
AnyHealthcare                                       4.452715e-16   
NoDocbcCost                                         9.786279e-17   
DiffWalk                                           -1.852886e-16   
BMI_Underweight                                    -1.552149e-02   
BMI_Healthy weight                                 -9.863707e-02   
BMI_Overweight                                      4.197146e-01   
BMI_Class 1 Obesity                                -2.144611e-01   
BMI_Class 2 Obesity                                 2.905545e-01   
BMI_Class 3 Obesity                                -6.616299e-03   
GenHlth_Excellent                                  -1.749822e-01   
GenHlth_Very good                                  -1.749822e-01   
GenHlth_Good                                       -1.749822e-01   
GenHlth_Fair                                       -1.749822e-01   
GenHlth_Poor                                       -1.749822e-01   
MentHlth_0                                         -2.341936e-01   
MentHlth_1-5                                       -2.341936e-01   
MentHlth_6-10                                      -2.341936e-01   
MentHlth_11-15                                     -2.341936e-01   
MentHlth_16-20                                     -2.341936e-01   
MentHlth_21-25                                     -2.341936e-01   
MentHlth_26-30                                     -2.341936e-01   
PhysHlth_0                                         -8.403311e-02   
PhysHlth_1-5                                       -8.403311e-02   
PhysHlth_6-10                                      -8.403311e-02   
PhysHlth_11-15                                     -8.403311e-02   
PhysHlth_16-20                                     -8.403311e-02   
PhysHlth_21-25                                     -8.403311e-02   
PhysHlth_26-30                                     -8.403311e-02   
Education_Never attended school or only kinderg...  7.947690e-02   
Education_Elementary                                7.947690e-02   
Education_Some high school                          7.947690e-02   
Education_High school graduate                      7.947690e-02   
Education_Some college or technical school          7.947690e-02   
Education_College graduate                          7.947690e-02   
Income_Less than $10,000                            8.589926e-02   
Income_$10,000-$14,999                              8.589926e-02   
Income_$15,000-$19,999                              8.589926e-02   
Income_$20,000-$24,999                              8.589926e-02   
Income_$25,000-$34,999                              8.589926e-02   
Income_$35,000-$49,999                              8.589926e-02   
Income_$50,000-$74,999                              8.589926e-02   
Income_$75,000 or more                              8.589926e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -3.882926e-03   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -3.882924e-03   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC57          PC58  
HighBP                                             -0.000000e+00 -0.000000e+00  
HighChol                                            1.692608e-17 -1.410507e-18  
CholCheck                                           8.782644e-18  5.667283e-16  
Smoker                                              8.192267e-17 -2.680308e-17  
Stroke                                             -6.894948e-16 -1.000691e-15  
HeartDiseaseorAttack                               -1.601210e-16  1.874787e-16  
PhysActivity                                       -5.432537e-18 -1.895644e-17  
Fruits                                              2.839514e-17  8.055956e-17  
Veggies                                             1.194241e-16  4.870279e-17  
HvyAlcoholConsump                                  -3.064417e-16  7.988222e-17  
AnyHealthcare                                      -6.454795e-17 -3.343142e-16  
NoDocbcCost                                        -1.460067e-16 -6.096911e-17  
DiffWalk                                           -8.958637e-17  4.839610e-16  
BMI_Underweight                                     2.660431e-01  4.706339e-01  
BMI_Healthy weight                                  4.988543e-01 -1.019555e-01  
BMI_Overweight                                     -2.441327e-01 -4.445881e-01  
BMI_Class 1 Obesity                                -3.910761e-01  5.558481e-01  
BMI_Class 2 Obesity                                -8.385807e-02  3.378478e-01  
BMI_Class 3 Obesity                                 2.587572e-01 -1.699510e-01  
GenHlth_Excellent                                  -8.627221e-02  1.145047e-02  
GenHlth_Very good                                  -8.627221e-02  1.145047e-02  
GenHlth_Good                                       -8.627221e-02  1.145047e-02  
GenHlth_Fair                                       -8.627221e-02  1.145047e-02  
GenHlth_Poor                                       -8.627221e-02  1.145047e-02  
MentHlth_0                                         -2.397517e-02 -9.781805e-02  
MentHlth_1-5                                       -2.397517e-02 -9.781805e-02  
MentHlth_6-10                                      -2.397517e-02 -9.781805e-02  
MentHlth_11-15                                     -2.397517e-02 -9.781805e-02  
MentHlth_16-20                                     -2.397517e-02 -9.781805e-02  
MentHlth_21-25                                     -2.397517e-02 -9.781805e-02  
MentHlth_26-30                                     -2.397517e-02 -9.781805e-02  
PhysHlth_0                                          5.903326e-02 -2.555767e-02  
PhysHlth_1-5                                        5.903326e-02 -2.555767e-02  
PhysHlth_6-10                                       5.903326e-02 -2.555767e-02  
PhysHlth_11-15                                      5.903326e-02 -2.555767e-02  
PhysHlth_16-20                                      5.903326e-02 -2.555767e-02  
PhysHlth_21-25                                      5.903326e-02 -2.555767e-02  
PhysHlth_26-30                                      5.903326e-02 -2.555767e-02  
Education_Never attended school or only kinderg...  1.963216e-01  8.669723e-02  
Education_Elementary                                1.963216e-01  8.669723e-02  
Education_Some high school                          1.963216e-01  8.669723e-02  
Education_High school graduate                      1.963216e-01  8.669723e-02  
Education_Some college or technical school          1.963216e-01  8.669723e-02  
Education_College graduate                          1.963216e-01  8.669723e-02  
Income_Less than $10,000                           -1.100618e-01 -4.034484e-03  
Income_$10,000-$14,999                             -1.100618e-01 -4.034484e-03  
Income_$15,000-$19,999                             -1.100618e-01 -4.034484e-03  
Income_$20,000-$24,999                             -1.100618e-01 -4.034484e-03  
Income_$25,000-$34,999                             -1.100618e-01 -4.034484e-03  
Income_$35,000-$49,999                             -1.100618e-01 -4.034484e-03  
Income_$50,000-$74,999                             -1.100618e-01 -4.034484e-03  
Income_$75,000 or more                             -1.100618e-01 -4.034484e-03  
Sex_Female                                         -0.000000e+00 -0.000000e+00  
Sex_Male                                            4.604479e-03  2.262135e-02  
Age_18-29                                          -0.000000e+00 -0.000000e+00  
Age_30-49                                           4.604480e-03  2.262135e-02  
Age_50-64                                          -0.000000e+00 -0.000000e+00  
Age_65+                                            -0.000000e+00 -0.000000e+00  

[58 rows x 58 columns]

PCA Results for Subset_21:
        PC1       PC2       PC3       PC4       PC5       PC6       PC7  \
0 -0.298462  0.807656  0.437161  0.840235  0.213346 -0.141961 -0.442300   
1 -0.019779  0.974921 -0.312208  0.685488 -0.344516 -0.126848 -0.282028   
2 -0.899288  0.105168 -0.376139 -0.204809 -0.442267 -0.434035  0.151693   
3 -1.395011 -0.574547  0.494955 -0.336792  0.433042  0.947952  0.208633   
4 -0.953478 -0.451735  0.325955 -0.007620 -0.389126  1.683170  0.033444   

        PC8       PC9      PC10  ...  PC49  PC50          PC51          PC52  \
0 -0.423434  0.519390  0.593705  ...   0.0   0.0  8.383641e-20 -3.082734e-17   
1 -0.043153  0.790199 -0.412770  ...   0.0   0.0  8.383641e-20 -3.082734e-17   
2 -0.747208  0.048977 -0.991122  ...   0.0   0.0  8.383641e-20 -3.082734e-17   
3  0.500807 -0.389243  0.813233  ...   0.0   0.0  8.383641e-20 -3.082734e-17   
4  0.639220 -0.042474  0.255863  ...   0.0   0.0  8.383641e-20 -3.082734e-17   

           PC53          PC54          PC55          PC56          PC57  \
0 -5.551115e-17 -5.551115e-16 -3.330669e-16 -2.706169e-16 -1.387779e-17   
1  2.775558e-16  0.000000e+00 -1.110223e-16  6.938894e-18 -1.249001e-16   
2 -3.885781e-16 -2.109424e-15  3.330669e-16  8.673617e-16 -4.996004e-16   
3  5.551115e-16 -3.330669e-16 -2.220446e-16 -1.040834e-16  6.938894e-17   
4  1.110223e-16 -2.775558e-16 -3.330669e-16 -2.567391e-16  0.000000e+00   

           PC58  
0  6.106227e-16  
1  1.665335e-16  
2 -7.216450e-16  
3 -1.665335e-16  
4 -5.551115e-17  

[5 rows x 58 columns]
No description has been provided for this image
For Subset_21, retain 24 components to explain 90% of the variance.


Explained Variance for Subset_22:
[1.05527892e-01 7.84899012e-02 6.45401867e-02 5.96501624e-02
 5.32321469e-02 4.91681626e-02 4.70526944e-02 4.17781989e-02
 4.07089502e-02 3.66198588e-02 3.35046919e-02 3.27093117e-02
 3.00394342e-02 2.67234788e-02 2.60382788e-02 2.44577281e-02
 2.14547157e-02 2.02387058e-02 1.76311192e-02 1.72559724e-02
 1.61777909e-02 1.57010408e-02 1.52400790e-02 1.31226809e-02
 1.20808610e-02 1.17714231e-02 1.09247237e-02 1.05140430e-02
 9.30816507e-03 8.54751895e-03 7.07891444e-03 6.72633365e-03
 6.53571830e-03 6.36162059e-03 5.74533853e-03 5.02569049e-03
 3.86726971e-03 3.33869183e-03 2.84330656e-03 2.05155247e-03
 2.15646498e-04 1.64114926e-17 9.49298540e-18 7.47687450e-18
 5.34326151e-18 2.37721049e-18 1.77830399e-18 1.38317654e-18
 4.63674570e-30 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00]

Cumulative Variance for Subset_22:
[0.10552789 0.18401779 0.24855798 0.30820814 0.36144029 0.41060845
 0.45766115 0.49943934 0.5401483  0.57676815 0.61027285 0.64298216
 0.67302159 0.69974507 0.72578335 0.75024108 0.77169579 0.7919345
 0.80956562 0.82682159 0.84299938 0.85870042 0.8739405  0.88706318
 0.89914404 0.91091547 0.92184019 0.93235423 0.9416624  0.95020992
 0.95728883 0.96401517 0.97055088 0.9769125  0.98265784 0.98768353
 0.9915508  0.99488949 0.9977328  0.99978435 1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.        ]

Loadings for Subset_22:
                                                             PC1  \
HighBP                                             -2.244059e-01   
HighChol                                           -1.927425e-01   
CholCheck                                          -6.792076e-03   
Smoker                                             -2.356895e-01   
Stroke                                             -3.309964e-02   
HeartDiseaseorAttack                               -5.243202e-02   
PhysActivity                                        2.104982e-01   
Fruits                                              1.061542e-01   
Veggies                                             6.814013e-02   
HvyAlcoholConsump                                   5.054926e-03   
AnyHealthcare                                       5.862616e-02   
NoDocbcCost                                        -1.801964e-01   
DiffWalk                                           -2.619820e-01   
BMI_Underweight                                    -2.646978e-23   
BMI_Healthy weight                                  3.308722e-24   
BMI_Overweight                                      8.271806e-25   
BMI_Class 1 Obesity                                 1.033976e-25   
BMI_Class 2 Obesity                                -3.973466e-17   
BMI_Class 3 Obesity                                 1.615587e-27   
GenHlth_Excellent                                   5.378856e-02   
GenHlth_Very good                                   3.005370e-01   
GenHlth_Good                                       -3.763990e-02   
GenHlth_Fair                                       -2.366232e-01   
GenHlth_Poor                                       -8.006252e-02   
MentHlth_0                                          2.952346e-01   
MentHlth_1-5                                       -2.032303e-02   
MentHlth_6-10                                      -3.185163e-02   
MentHlth_11-15                                     -3.935601e-02   
MentHlth_16-20                                     -3.408597e-02   
MentHlth_21-25                                     -1.902909e-02   
MentHlth_26-30                                     -1.505889e-01   
PhysHlth_0                                          3.934262e-01   
PhysHlth_1-5                                       -1.037400e-01   
PhysHlth_6-10                                      -5.668627e-02   
PhysHlth_11-15                                     -5.220158e-02   
PhysHlth_16-20                                     -3.704213e-02   
PhysHlth_21-25                                     -1.292586e-02   
PhysHlth_26-30                                     -1.308303e-01   
Education_Never attended school or only kinderg...  8.481985e-05   
Education_Elementary                               -1.144889e-02   
Education_Some high school                         -4.101073e-02   
Education_High school graduate                     -1.244815e-01   
Education_Some college or technical school         -1.387975e-01   
Education_College graduate                          3.156537e-01   
Income_Less than $10,000                           -7.285842e-02   
Income_$10,000-$14,999                             -6.225932e-02   
Income_$15,000-$19,999                             -6.794767e-02   
Income_$20,000-$24,999                             -5.458318e-02   
Income_$25,000-$34,999                             -3.579794e-02   
Income_$35,000-$49,999                             -4.361431e-03   
Income_$50,000-$74,999                              3.034615e-02   
Income_$75,000 or more                              2.674618e-01   
Sex_Female                                         -3.973466e-17   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                          -3.973466e-17   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC2  \
HighBP                                              4.088581e-02   
HighChol                                            1.911386e-02   
CholCheck                                           1.694366e-02   
Smoker                                             -1.667421e-01   
Stroke                                              8.411501e-03   
HeartDiseaseorAttack                                2.003061e-03   
PhysActivity                                        9.442619e-02   
Fruits                                              1.333837e-01   
Veggies                                             9.161038e-02   
HvyAlcoholConsump                                   1.761200e-03   
AnyHealthcare                                       6.556729e-02   
NoDocbcCost                                        -3.482743e-02   
DiffWalk                                            2.947629e-02   
BMI_Underweight                                     1.084202e-19   
BMI_Healthy weight                                  1.355253e-20   
BMI_Overweight                                      6.776264e-21   
BMI_Class 1 Obesity                                -1.694066e-21   
BMI_Class 2 Obesity                                 1.254868e-16   
BMI_Class 3 Obesity                                -1.058791e-22   
GenHlth_Excellent                                  -4.597159e-02   
GenHlth_Very good                                  -1.168728e-02   
GenHlth_Good                                        6.111816e-02   
GenHlth_Fair                                       -8.429527e-03   
GenHlth_Poor                                        4.970233e-03   
MentHlth_0                                         -3.970857e-01   
MentHlth_1-5                                        3.232138e-01   
MentHlth_6-10                                       3.580746e-02   
MentHlth_11-15                                      1.845078e-02   
MentHlth_16-20                                      1.039470e-02   
MentHlth_21-25                                      3.026958e-03   
MentHlth_26-30                                      6.191962e-03   
PhysHlth_0                                         -4.198952e-01   
PhysHlth_1-5                                        3.639457e-01   
PhysHlth_6-10                                       2.679088e-02   
PhysHlth_11-15                                      9.997513e-03   
PhysHlth_16-20                                      8.749480e-03   
PhysHlth_21-25                                      3.554068e-03   
PhysHlth_26-30                                      6.857606e-03   
Education_Never attended school or only kinderg... -1.539632e-03   
Education_Elementary                               -8.474214e-03   
Education_Some high school                         -2.443787e-02   
Education_High school graduate                     -1.894527e-01   
Education_Some college or technical school         -2.131344e-01   
Education_College graduate                          4.370388e-01   
Income_Less than $10,000                           -2.443178e-02   
Income_$10,000-$14,999                             -2.681527e-02   
Income_$15,000-$19,999                             -4.716392e-02   
Income_$20,000-$24,999                             -5.472320e-02   
Income_$25,000-$34,999                             -4.226121e-02   
Income_$35,000-$49,999                             -5.221025e-02   
Income_$50,000-$74,999                             -6.378416e-03   
Income_$75,000 or more                              2.539841e-01   
Sex_Female                                          1.254872e-16   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                           1.254872e-16   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC3  \
HighBP                                              2.403299e-02   
HighChol                                            9.190273e-03   
CholCheck                                          -2.536575e-03   
Smoker                                             -5.604778e-02   
Stroke                                             -2.430294e-03   
HeartDiseaseorAttack                               -1.040732e-02   
PhysActivity                                       -3.408306e-02   
Fruits                                             -2.999988e-02   
Veggies                                            -2.564682e-02   
HvyAlcoholConsump                                   1.920826e-03   
AnyHealthcare                                      -2.680404e-02   
NoDocbcCost                                        -1.078344e-02   
DiffWalk                                           -7.658692e-02   
BMI_Underweight                                     0.000000e+00   
BMI_Healthy weight                                  0.000000e+00   
BMI_Overweight                                      0.000000e+00   
BMI_Class 1 Obesity                                 8.673617e-19   
BMI_Class 2 Obesity                                 2.012311e-17   
BMI_Class 3 Obesity                                -1.084202e-19   
GenHlth_Excellent                                  -3.746282e-03   
GenHlth_Very good                                  -5.320822e-01   
GenHlth_Good                                        7.505274e-01   
GenHlth_Fair                                       -1.731433e-01   
GenHlth_Poor                                       -4.155569e-02   
MentHlth_0                                          1.954878e-01   
MentHlth_1-5                                       -1.070695e-01   
MentHlth_6-10                                      -1.978598e-02   
MentHlth_11-15                                     -7.558914e-03   
MentHlth_16-20                                     -1.284850e-02   
MentHlth_21-25                                     -4.508773e-03   
MentHlth_26-30                                     -4.371610e-02   
PhysHlth_0                                          3.758640e-02   
PhysHlth_1-5                                        4.585269e-02   
PhysHlth_6-10                                       8.315082e-03   
PhysHlth_11-15                                     -1.123788e-02   
PhysHlth_16-20                                     -2.060601e-02   
PhysHlth_21-25                                     -7.038101e-03   
PhysHlth_26-30                                     -5.287218e-02   
Education_Never attended school or only kinderg...  2.341562e-03   
Education_Elementary                                3.503061e-03   
Education_Some high school                          1.513228e-02   
Education_High school graduate                      7.619104e-02   
Education_Some college or technical school         -1.808705e-01   
Education_College graduate                          8.370252e-02   
Income_Less than $10,000                           -1.862852e-02   
Income_$10,000-$14,999                             -8.674982e-03   
Income_$15,000-$19,999                              1.918418e-02   
Income_$20,000-$24,999                              1.659057e-02   
Income_$25,000-$34,999                              1.453242e-02   
Income_$35,000-$49,999                              6.688063e-03   
Income_$50,000-$74,999                             -4.477193e-02   
Income_$75,000 or more                              1.508020e-02   
Sex_Female                                          1.977588e-17   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           1.977588e-17   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC4  \
HighBP                                             -8.695365e-02   
HighChol                                           -1.703796e-01   
CholCheck                                          -1.579806e-02   
Smoker                                              2.741327e-02   
Stroke                                             -2.017347e-02   
HeartDiseaseorAttack                               -3.168069e-02   
PhysActivity                                        2.475160e-01   
Fruits                                              2.126368e-01   
Veggies                                             1.666597e-01   
HvyAlcoholConsump                                   3.801293e-03   
AnyHealthcare                                       4.251718e-03   
NoDocbcCost                                         3.056385e-02   
DiffWalk                                           -1.302958e-01   
BMI_Underweight                                     5.551115e-17   
BMI_Healthy weight                                  1.387779e-17   
BMI_Overweight                                     -3.469447e-18   
BMI_Class 1 Obesity                                 1.734723e-18   
BMI_Class 2 Obesity                                -4.617931e-17   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                  -2.495240e-02   
GenHlth_Very good                                   1.840232e-02   
GenHlth_Good                                        2.513927e-01   
GenHlth_Fair                                       -1.912892e-01   
GenHlth_Poor                                       -5.355342e-02   
MentHlth_0                                         -1.362454e-01   
MentHlth_1-5                                        1.964318e-01   
MentHlth_6-10                                      -8.256182e-03   
MentHlth_11-15                                      1.122012e-02   
MentHlth_16-20                                     -2.489220e-03   
MentHlth_21-25                                     -3.432905e-03   
MentHlth_26-30                                     -5.722819e-02   
PhysHlth_0                                         -1.198927e-02   
PhysHlth_1-5                                        1.636997e-01   
PhysHlth_6-10                                      -1.180986e-02   
PhysHlth_11-15                                     -2.244861e-02   
PhysHlth_16-20                                     -1.838431e-02   
PhysHlth_21-25                                     -8.725084e-03   
PhysHlth_26-30                                     -9.034258e-02   
Education_Never attended school or only kinderg... -5.862582e-04   
Education_Elementary                               -1.491562e-02   
Education_Some high school                         -3.722343e-02   
Education_High school graduate                     -2.443894e-01   
Education_Some college or technical school          6.409376e-01   
Education_College graduate                         -3.438229e-01   
Income_Less than $10,000                           -5.361063e-02   
Income_$10,000-$14,999                             -4.577903e-02   
Income_$15,000-$19,999                             -1.310629e-02   
Income_$20,000-$24,999                              3.321700e-03   
Income_$25,000-$34,999                              3.294807e-03   
Income_$35,000-$49,999                              4.199542e-02   
Income_$50,000-$74,999                              9.927628e-02   
Income_$75,000 or more                             -3.539225e-02   
Sex_Female                                         -4.724014e-17   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                          -4.724014e-17   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC5  \
HighBP                                              1.808262e-01   
HighChol                                            8.752628e-02   
CholCheck                                           1.932203e-02   
Smoker                                              1.321964e-03   
Stroke                                              1.957352e-02   
HeartDiseaseorAttack                                2.369746e-02   
PhysActivity                                        7.909049e-02   
Fruits                                              4.370265e-01   
Veggies                                             2.361921e-01   
HvyAlcoholConsump                                  -4.071486e-03   
AnyHealthcare                                      -1.385835e-03   
NoDocbcCost                                         9.440367e-03   
DiffWalk                                            7.223882e-02   
BMI_Underweight                                     2.775558e-17   
BMI_Healthy weight                                  2.775558e-17   
BMI_Overweight                                     -2.775558e-17   
BMI_Class 1 Obesity                                 6.938894e-18   
BMI_Class 2 Obesity                                 9.012249e-17   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                   1.026229e-02   
GenHlth_Very good                                  -4.416517e-02   
GenHlth_Good                                       -1.246252e-01   
GenHlth_Fair                                        1.372766e-01   
GenHlth_Poor                                        2.125142e-02   
MentHlth_0                                          4.839441e-01   
MentHlth_1-5                                       -4.657112e-01   
MentHlth_6-10                                      -2.004796e-02   
MentHlth_11-15                                      1.792620e-03   
MentHlth_16-20                                      7.244486e-03   
MentHlth_21-25                                      1.049682e-03   
MentHlth_26-30                                     -8.271745e-03   
PhysHlth_0                                         -3.115939e-01   
PhysHlth_1-5                                        1.894305e-01   
PhysHlth_6-10                                       2.593229e-02   
PhysHlth_11-15                                      1.644904e-02   
PhysHlth_16-20                                      1.383435e-02   
PhysHlth_21-25                                      5.499015e-03   
PhysHlth_26-30                                      6.044873e-02   
Education_Never attended school or only kinderg... -1.642923e-03   
Education_Elementary                                1.137524e-02   
Education_Some high school                         -1.618639e-04   
Education_High school graduate                     -1.464841e-01   
Education_Some college or technical school          1.109054e-01   
Education_College graduate                          2.600835e-02   
Income_Less than $10,000                            1.031600e-02   
Income_$10,000-$14,999                              2.458920e-03   
Income_$15,000-$19,999                             -8.682230e-03   
Income_$20,000-$24,999                              9.961930e-03   
Income_$25,000-$34,999                              1.684314e-02   
Income_$35,000-$49,999                             -3.627326e-02   
Income_$50,000-$74,999                             -1.336953e-01   
Income_$75,000 or more                              1.390708e-01   
Sex_Female                                          8.823092e-17   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           8.823092e-17   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC6  \
HighBP                                             -2.945713e-01   
HighChol                                           -2.833075e-01   
CholCheck                                           1.799893e-03   
Smoker                                             -2.024881e-02   
Stroke                                             -1.037375e-02   
HeartDiseaseorAttack                               -1.801648e-02   
PhysActivity                                        1.211600e-01   
Fruits                                              2.677156e-01   
Veggies                                             1.132099e-01   
HvyAlcoholConsump                                  -1.128903e-02   
AnyHealthcare                                      -9.697539e-02   
NoDocbcCost                                         9.378908e-02   
DiffWalk                                           -8.301249e-02   
BMI_Underweight                                     5.551115e-17   
BMI_Healthy weight                                  0.000000e+00   
BMI_Overweight                                     -5.551115e-17   
BMI_Class 1 Obesity                                 5.551115e-17   
BMI_Class 2 Obesity                                 1.909613e-16   
BMI_Class 3 Obesity                                -6.938894e-18   
GenHlth_Excellent                                   5.713953e-03   
GenHlth_Very good                                   1.216226e-01   
GenHlth_Good                                       -3.821992e-02   
GenHlth_Fair                                       -4.788986e-02   
GenHlth_Poor                                       -4.122678e-02   
MentHlth_0                                          5.784212e-02   
MentHlth_1-5                                        5.413529e-02   
MentHlth_6-10                                      -3.274078e-02   
MentHlth_11-15                                     -1.062732e-02   
MentHlth_16-20                                     -4.064168e-03   
MentHlth_21-25                                     -6.532194e-03   
MentHlth_26-30                                     -5.801295e-02   
PhysHlth_0                                         -1.930102e-01   
PhysHlth_1-5                                        2.873967e-01   
PhysHlth_6-10                                      -1.617435e-02   
PhysHlth_11-15                                     -2.949051e-03   
PhysHlth_16-20                                     -1.572902e-02   
PhysHlth_21-25                                     -1.914572e-03   
PhysHlth_26-30                                     -5.761957e-02   
Education_Never attended school or only kinderg... -4.111268e-04   
Education_Elementary                                1.613558e-03   
Education_Some high school                         -2.416528e-03   
Education_High school graduate                      5.294225e-01   
Education_Some college or technical school         -3.373574e-01   
Education_College graduate                         -1.908510e-01   
Income_Less than $10,000                           -1.872707e-02   
Income_$10,000-$14,999                              2.001592e-02   
Income_$15,000-$19,999                              5.994051e-02   
Income_$20,000-$24,999                              4.153859e-02   
Income_$25,000-$34,999                              5.292039e-02   
Income_$35,000-$49,999                              9.102584e-02   
Income_$50,000-$74,999                              6.997626e-02   
Income_$75,000 or more                             -3.166904e-01   
Sex_Female                                          1.426637e-16   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           1.426637e-16   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC7  \
HighBP                                              1.515418e-01   
HighChol                                            1.599362e-01   
CholCheck                                           1.756025e-02   
Smoker                                              4.811984e-02   
Stroke                                              2.385943e-02   
HeartDiseaseorAttack                                2.908807e-02   
PhysActivity                                        1.878511e-01   
Fruits                                              6.170420e-01   
Veggies                                             2.299943e-01   
HvyAlcoholConsump                                  -4.962592e-03   
AnyHealthcare                                      -3.380891e-02   
NoDocbcCost                                         8.364347e-02   
DiffWalk                                            1.187118e-01   
BMI_Underweight                                     6.938894e-18   
BMI_Healthy weight                                  0.000000e+00   
BMI_Overweight                                      1.110223e-16   
BMI_Class 1 Obesity                                 1.665335e-16   
BMI_Class 2 Obesity                                -9.108180e-17   
BMI_Class 3 Obesity                                -2.775558e-17   
GenHlth_Excellent                                   4.212039e-03   
GenHlth_Very good                                  -1.336330e-01   
GenHlth_Good                                        3.226954e-02   
GenHlth_Fair                                        5.841548e-02   
GenHlth_Poor                                        3.873589e-02   
MentHlth_0                                         -2.660671e-01   
MentHlth_1-5                                        1.342335e-01   
MentHlth_6-10                                       1.712081e-02   
MentHlth_11-15                                      4.173855e-02   
MentHlth_16-20                                      1.006486e-02   
MentHlth_21-25                                      3.921403e-04   
MentHlth_26-30                                      6.251719e-02   
PhysHlth_0                                          3.161275e-01   
PhysHlth_1-5                                       -4.393972e-01   
PhysHlth_6-10                                       1.441312e-02   
PhysHlth_11-15                                      2.450031e-02   
PhysHlth_16-20                                      1.787713e-02   
PhysHlth_21-25                                      9.679486e-03   
PhysHlth_26-30                                      5.679966e-02   
Education_Never attended school or only kinderg... -7.334571e-04   
Education_Elementary                                9.676520e-03   
Education_Some high school                          1.751167e-02   
Education_High school graduate                      6.545637e-02   
Education_Some college or technical school         -1.466828e-01   
Education_College graduate                          5.477167e-02   
Income_Less than $10,000                            3.229318e-02   
Income_$10,000-$14,999                              2.633067e-02   
Income_$15,000-$19,999                              1.591225e-02   
Income_$20,000-$24,999                              2.368695e-02   
Income_$25,000-$34,999                              1.444283e-02   
Income_$35,000-$49,999                             -3.878876e-03   
Income_$50,000-$74,999                             -2.121218e-02   
Income_$75,000 or more                             -8.757483e-02   
Sex_Female                                         -1.451228e-16   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                          -1.451228e-16   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC8  \
HighBP                                              1.509116e-01   
HighChol                                            3.640949e-01   
CholCheck                                          -1.530050e-02   
Smoker                                              7.202019e-01   
Stroke                                             -1.325101e-02   
HeartDiseaseorAttack                               -2.598788e-03   
PhysActivity                                        2.254949e-01   
Fruits                                             -9.765296e-02   
Veggies                                             1.018382e-01   
HvyAlcoholConsump                                   5.081333e-02   
AnyHealthcare                                       2.338536e-02   
NoDocbcCost                                        -6.899560e-02   
DiffWalk                                           -1.097461e-01   
BMI_Underweight                                     5.551115e-17   
BMI_Healthy weight                                 -2.775558e-17   
BMI_Overweight                                     -1.387779e-16   
BMI_Class 1 Obesity                                -1.387779e-17   
BMI_Class 2 Obesity                                -1.898564e-16   
BMI_Class 3 Obesity                                 2.220446e-16   
GenHlth_Excellent                                  -8.309401e-02   
GenHlth_Very good                                   2.082813e-01   
GenHlth_Good                                        7.420474e-02   
GenHlth_Fair                                       -1.736128e-01   
GenHlth_Poor                                       -2.577918e-02   
MentHlth_0                                          4.863672e-02   
MentHlth_1-5                                        8.269801e-02   
MentHlth_6-10                                      -2.364702e-02   
MentHlth_11-15                                     -1.521561e-02   
MentHlth_16-20                                     -1.396879e-02   
MentHlth_21-25                                     -9.086144e-03   
MentHlth_26-30                                     -6.941717e-02   
PhysHlth_0                                          4.154277e-02   
PhysHlth_1-5                                        1.591854e-01   
PhysHlth_6-10                                      -3.889647e-02   
PhysHlth_11-15                                     -3.260121e-02   
PhysHlth_16-20                                     -3.413767e-02   
PhysHlth_21-25                                     -5.774050e-03   
PhysHlth_26-30                                     -8.931877e-02   
Education_Never attended school or only kinderg... -2.663830e-03   
Education_Elementary                               -2.330303e-02   
Education_Some high school                         -8.679175e-03   
Education_High school graduate                      1.753661e-01   
Education_Some college or technical school         -1.142072e-01   
Education_College graduate                         -2.651285e-02   
Income_Less than $10,000                           -1.838141e-02   
Income_$10,000-$14,999                             -3.559397e-02   
Income_$15,000-$19,999                             -2.970790e-02   
Income_$20,000-$24,999                             -2.455144e-02   
Income_$25,000-$34,999                             -2.151551e-03   
Income_$35,000-$49,999                             -3.067266e-02   
Income_$50,000-$74,999                             -6.222541e-02   
Income_$75,000 or more                              2.032843e-01   
Sex_Female                                          4.377163e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                           4.377163e-17   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC9  \
HighBP                                              5.256815e-01   
HighChol                                            3.955030e-01   
CholCheck                                           3.119331e-02   
Smoker                                             -5.050901e-01   
Stroke                                              1.011758e-02   
HeartDiseaseorAttack                                7.999367e-03   
PhysActivity                                        2.392124e-01   
Fruits                                             -5.955448e-02   
Veggies                                            -1.360730e-01   
HvyAlcoholConsump                                  -1.373831e-02   
AnyHealthcare                                      -1.158164e-02   
NoDocbcCost                                        -8.819496e-02   
DiffWalk                                           -1.222007e-01   
BMI_Underweight                                    -1.387779e-17   
BMI_Healthy weight                                 -2.775558e-17   
BMI_Overweight                                      1.110223e-16   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                 6.726029e-17   
BMI_Class 3 Obesity                                -5.551115e-17   
GenHlth_Excellent                                  -3.507346e-02   
GenHlth_Very good                                   9.590476e-02   
GenHlth_Good                                       -2.226200e-02   
GenHlth_Fair                                        2.102581e-02   
GenHlth_Poor                                       -5.959511e-02   
MentHlth_0                                          1.080087e-01   
MentHlth_1-5                                        1.507381e-01   
MentHlth_6-10                                      -5.507217e-02   
MentHlth_11-15                                     -3.118489e-02   
MentHlth_16-20                                     -1.448967e-02   
MentHlth_21-25                                     -9.833152e-03   
MentHlth_26-30                                     -1.481669e-01   
PhysHlth_0                                          4.025441e-02   
PhysHlth_1-5                                        1.296235e-01   
PhysHlth_6-10                                      -1.557744e-02   
PhysHlth_11-15                                     -2.182234e-02   
PhysHlth_16-20                                     -1.076290e-02   
PhysHlth_21-25                                     -1.076152e-02   
PhysHlth_26-30                                     -1.109537e-01   
Education_Never attended school or only kinderg...  2.868287e-04   
Education_Elementary                                3.732334e-03   
Education_Some high school                         -2.893727e-02   
Education_High school graduate                      1.737632e-01   
Education_Some college or technical school          8.202660e-03   
Education_College graduate                         -1.570478e-01   
Income_Less than $10,000                           -7.684277e-04   
Income_$10,000-$14,999                             -1.656491e-02   
Income_$15,000-$19,999                             -1.635646e-02   
Income_$20,000-$24,999                              8.621077e-03   
Income_$25,000-$34,999                              1.634830e-02   
Income_$35,000-$49,999                              2.407800e-02   
Income_$50,000-$74,999                              1.407276e-01   
Income_$75,000 or more                             -1.560852e-01   
Sex_Female                                          1.627127e-17   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           1.627127e-17   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC10  ...  \
HighBP                                             -9.741207e-03  ...   
HighChol                                            1.121600e-01  ...   
CholCheck                                           7.906091e-03  ...   
Smoker                                              1.898852e-01  ...   
Stroke                                             -4.294714e-03  ...   
HeartDiseaseorAttack                               -5.524088e-03  ...   
PhysActivity                                        2.535936e-02  ...   
Fruits                                             -3.094150e-02  ...   
Veggies                                             5.741639e-02  ...   
HvyAlcoholConsump                                  -1.754716e-03  ...   
AnyHealthcare                                      -6.905381e-04  ...   
NoDocbcCost                                         1.144093e-01  ...   
DiffWalk                                           -1.440300e-02  ...   
BMI_Underweight                                    -3.469447e-17  ...   
BMI_Healthy weight                                 -3.469447e-17  ...   
BMI_Overweight                                     -4.336809e-17  ...   
BMI_Class 1 Obesity                                -1.249001e-16  ...   
BMI_Class 2 Obesity                                 2.285049e-16  ...   
BMI_Class 3 Obesity                                -2.151057e-16  ...   
GenHlth_Excellent                                  -2.738794e-02  ...   
GenHlth_Very good                                   4.181324e-02  ...   
GenHlth_Good                                        2.159568e-02  ...   
GenHlth_Fair                                       -3.841680e-02  ...   
GenHlth_Poor                                        2.395819e-03  ...   
MentHlth_0                                          9.680640e-02  ...   
MentHlth_1-5                                       -1.090567e-01  ...   
MentHlth_6-10                                      -4.434635e-02  ...   
MentHlth_11-15                                      3.356570e-03  ...   
MentHlth_16-20                                      7.199389e-03  ...   
MentHlth_21-25                                      3.840443e-03  ...   
MentHlth_26-30                                      4.220021e-02  ...   
PhysHlth_0                                         -1.356614e-02  ...   
PhysHlth_1-5                                        4.153416e-02  ...   
PhysHlth_6-10                                       1.122779e-02  ...   
PhysHlth_11-15                                      1.201245e-03  ...   
PhysHlth_16-20                                     -1.050739e-02  ...   
PhysHlth_21-25                                     -3.422215e-03  ...   
PhysHlth_26-30                                     -2.646745e-02  ...   
Education_Never attended school or only kinderg... -6.493574e-04  ...   
Education_Elementary                               -2.834243e-03  ...   
Education_Some high school                          5.153969e-03  ...   
Education_High school graduate                     -3.110429e-01  ...   
Education_Some college or technical school         -4.385478e-02  ...   
Education_College graduate                          3.532273e-01  ...   
Income_Less than $10,000                           -1.821215e-02  ...   
Income_$10,000-$14,999                             -3.478333e-02  ...   
Income_$15,000-$19,999                             -4.851267e-02  ...   
Income_$20,000-$24,999                             -3.099962e-02  ...   
Income_$25,000-$34,999                              1.756405e-02  ...   
Income_$35,000-$49,999                              4.908812e-02  ...   
Income_$50,000-$74,999                              6.105721e-01  ...   
Income_$75,000 or more                             -5.447165e-01  ...   
Sex_Female                                          1.752160e-17  ...   
Sex_Male                                            0.000000e+00  ...   
Age_18-29                                           0.000000e+00  ...   
Age_30-49                                           1.752160e-17  ...   
Age_50-64                                           0.000000e+00  ...   
Age_65+                                             0.000000e+00  ...   

                                                            PC49  PC50  PC51  \
HighBP                                             -0.000000e+00   0.0   0.0   
HighChol                                            3.642208e-24   0.0   0.0   
CholCheck                                          -2.446189e-23   0.0   0.0   
Smoker                                             -1.525295e-23   0.0   0.0   
Stroke                                             -2.161555e-23   0.0   0.0   
HeartDiseaseorAttack                               -2.151115e-23   0.0   0.0   
PhysActivity                                        9.287243e-24   0.0   0.0   
Fruits                                              1.431831e-23   0.0   0.0   
Veggies                                            -5.218676e-24   0.0   0.0   
HvyAlcoholConsump                                   2.749121e-23   0.0   0.0   
AnyHealthcare                                       1.794956e-24   0.0   0.0   
NoDocbcCost                                        -4.105870e-25   0.0   0.0   
DiffWalk                                            7.845313e-24   0.0   0.0   
BMI_Underweight                                    -1.923250e-08   0.0   0.0   
BMI_Healthy weight                                 -8.129998e-08   0.0   0.0   
BMI_Overweight                                     -3.162556e-08   0.0   0.0   
BMI_Class 1 Obesity                                -4.929103e-08   0.0   0.0   
BMI_Class 2 Obesity                                -4.165861e-08   0.0   0.0   
BMI_Class 3 Obesity                                -3.518870e-09   0.0   0.0   
GenHlth_Excellent                                  -4.343916e-09   0.0   0.0   
GenHlth_Very good                                  -4.343916e-09   0.0   0.0   
GenHlth_Good                                       -4.343916e-09   0.0   0.0   
GenHlth_Fair                                       -4.343916e-09   0.0   0.0   
GenHlth_Poor                                       -4.343916e-09   0.0   0.0   
MentHlth_0                                          3.711053e-09   0.0   0.0   
MentHlth_1-5                                        3.711053e-09   0.0   0.0   
MentHlth_6-10                                       3.711053e-09   0.0   0.0   
MentHlth_11-15                                      3.711053e-09   0.0   0.0   
MentHlth_16-20                                      3.711053e-09   0.0   0.0   
MentHlth_21-25                                      3.711053e-09   0.0   0.0   
MentHlth_26-30                                      3.711053e-09   0.0   0.0   
PhysHlth_0                                         -1.337627e-08   0.0   0.0   
PhysHlth_1-5                                       -1.337627e-08   0.0   0.0   
PhysHlth_6-10                                      -1.337627e-08   0.0   0.0   
PhysHlth_11-15                                     -1.337627e-08   0.0   0.0   
PhysHlth_16-20                                     -1.337627e-08   0.0   0.0   
PhysHlth_21-25                                     -1.337627e-08   0.0   0.0   
PhysHlth_26-30                                     -1.337627e-08   0.0   0.0   
Education_Never attended school or only kinderg...  2.226824e-08   0.0   0.0   
Education_Elementary                                2.226824e-08   0.0   0.0   
Education_Some high school                          2.226824e-08   0.0   0.0   
Education_High school graduate                      2.226824e-08   0.0   0.0   
Education_Some college or technical school          2.226824e-08   0.0   0.0   
Education_College graduate                          2.226824e-08   0.0   0.0   
Income_Less than $10,000                           -9.894582e-09   0.0   0.0   
Income_$10,000-$14,999                             -9.894582e-09   0.0   0.0   
Income_$15,000-$19,999                             -9.894582e-09   0.0   0.0   
Income_$20,000-$24,999                             -9.894582e-09   0.0   0.0   
Income_$25,000-$34,999                             -9.894582e-09   0.0   0.0   
Income_$35,000-$49,999                             -9.894582e-09   0.0   0.0   
Income_$50,000-$74,999                             -9.894582e-09   0.0   0.0   
Income_$75,000 or more                             -9.894582e-09   0.0   0.0   
Sex_Female                                         -7.071068e-01   0.0   0.0   
Sex_Male                                            4.440892e-16   0.0   0.0   
Age_18-29                                          -0.000000e+00   0.0   0.0   
Age_30-49                                           7.071068e-01   0.0   0.0   
Age_50-64                                          -0.000000e+00   0.0   1.0   
Age_65+                                            -0.000000e+00   1.0   0.0   

                                                    PC52          PC53  \
HighBP                                              -0.0  0.000000e+00   
HighChol                                            -0.0  7.548172e-39   
CholCheck                                           -0.0 -1.017187e-37   
Smoker                                              -0.0  4.039658e-39   
Stroke                                              -0.0 -4.592554e-38   
HeartDiseaseorAttack                                -0.0 -3.551597e-38   
PhysActivity                                        -0.0 -6.139399e-40   
Fruits                                              -0.0  3.934684e-38   
Veggies                                             -0.0 -2.169134e-38   
HvyAlcoholConsump                                   -0.0  5.306647e-38   
AnyHealthcare                                       -0.0 -4.329079e-38   
NoDocbcCost                                         -0.0 -9.887747e-39   
DiffWalk                                            -0.0  1.945236e-38   
BMI_Underweight                                     -0.0 -4.468103e-23   
BMI_Healthy weight                                  -0.0 -8.071494e-23   
BMI_Overweight                                      -0.0  1.849255e-23   
BMI_Class 1 Obesity                                 -0.0 -1.097949e-22   
BMI_Class 2 Obesity                                 -0.0 -8.706329e-23   
BMI_Class 3 Obesity                                 -0.0 -7.523266e-24   
GenHlth_Excellent                                   -0.0 -1.150569e-23   
GenHlth_Very good                                   -0.0 -1.150569e-23   
GenHlth_Good                                        -0.0 -1.150569e-23   
GenHlth_Fair                                        -0.0 -1.150569e-23   
GenHlth_Poor                                        -0.0 -1.150569e-23   
MentHlth_0                                          -0.0  9.499599e-24   
MentHlth_1-5                                        -0.0  9.499599e-24   
MentHlth_6-10                                       -0.0  9.499599e-24   
MentHlth_11-15                                      -0.0  9.499599e-24   
MentHlth_16-20                                      -0.0  9.499599e-24   
MentHlth_21-25                                      -0.0  9.499599e-24   
MentHlth_26-30                                      -0.0  9.499599e-24   
PhysHlth_0                                          -0.0 -3.768676e-23   
PhysHlth_1-5                                        -0.0 -3.768676e-23   
PhysHlth_6-10                                       -0.0 -3.768676e-23   
PhysHlth_11-15                                      -0.0 -3.768676e-23   
PhysHlth_16-20                                      -0.0 -3.768676e-23   
PhysHlth_21-25                                      -0.0 -3.768676e-23   
PhysHlth_26-30                                      -0.0 -3.768676e-23   
Education_Never attended school or only kinderg...  -0.0  2.509479e-23   
Education_Elementary                                -0.0  2.509479e-23   
Education_Some high school                          -0.0  2.509479e-23   
Education_High school graduate                      -0.0  2.509479e-23   
Education_Some college or technical school          -0.0  2.509479e-23   
Education_College graduate                          -0.0  2.509479e-23   
Income_Less than $10,000                            -0.0  2.765534e-23   
Income_$10,000-$14,999                              -0.0  2.765534e-23   
Income_$15,000-$19,999                              -0.0  2.765534e-23   
Income_$20,000-$24,999                              -0.0  2.765534e-23   
Income_$25,000-$34,999                              -0.0  2.765534e-23   
Income_$35,000-$49,999                              -0.0  2.765534e-23   
Income_$50,000-$74,999                              -0.0  2.765534e-23   
Income_$75,000 or more                              -0.0  2.765534e-23   
Sex_Female                                          -0.0  1.570093e-16   
Sex_Male                                            -0.0  1.000000e+00   
Age_18-29                                            1.0  0.000000e+00   
Age_30-49                                           -0.0 -1.570092e-16   
Age_50-64                                           -0.0  0.000000e+00   
Age_65+                                             -0.0  0.000000e+00   

                                                            PC54  \
HighBP                                             -0.000000e+00   
HighChol                                            3.182610e-17   
CholCheck                                          -6.858749e-16   
Smoker                                             -5.005405e-17   
Stroke                                              6.241670e-16   
HeartDiseaseorAttack                               -6.462072e-16   
PhysActivity                                        3.218127e-17   
Fruits                                              9.104295e-17   
Veggies                                            -2.588706e-17   
HvyAlcoholConsump                                   8.471541e-16   
AnyHealthcare                                       2.903067e-16   
NoDocbcCost                                         7.279515e-17   
DiffWalk                                            7.399238e-17   
BMI_Underweight                                    -2.797797e-02   
BMI_Healthy weight                                  4.127951e-02   
BMI_Overweight                                      1.285786e-01   
BMI_Class 1 Obesity                                -1.548997e-01   
BMI_Class 2 Obesity                                -6.152758e-03   
BMI_Class 3 Obesity                                 3.381374e-01   
GenHlth_Excellent                                  -3.361074e-02   
GenHlth_Very good                                  -3.361074e-02   
GenHlth_Good                                       -3.361074e-02   
GenHlth_Fair                                       -3.361074e-02   
GenHlth_Poor                                       -3.361074e-02   
MentHlth_0                                          1.791157e-01   
MentHlth_1-5                                        1.791157e-01   
MentHlth_6-10                                       1.791157e-01   
MentHlth_11-15                                      1.791157e-01   
MentHlth_16-20                                      1.791157e-01   
MentHlth_21-25                                      1.791157e-01   
MentHlth_26-30                                      1.791157e-01   
PhysHlth_0                                          1.659356e-01   
PhysHlth_1-5                                        1.659356e-01   
PhysHlth_6-10                                       1.659356e-01   
PhysHlth_11-15                                      1.659356e-01   
PhysHlth_16-20                                      1.659356e-01   
PhysHlth_21-25                                      1.659356e-01   
PhysHlth_26-30                                      1.659356e-01   
Education_Never attended school or only kinderg... -3.973891e-02   
Education_Elementary                               -3.973891e-02   
Education_Some high school                         -3.973891e-02   
Education_High school graduate                     -3.973891e-02   
Education_Some college or technical school         -3.973891e-02   
Education_College graduate                         -3.973891e-02   
Income_Less than $10,000                           -5.383193e-02   
Income_$10,000-$14,999                             -5.383193e-02   
Income_$15,000-$19,999                             -5.383193e-02   
Income_$20,000-$24,999                             -5.383193e-02   
Income_$25,000-$34,999                             -5.383193e-02   
Income_$35,000-$49,999                             -5.383193e-02   
Income_$50,000-$74,999                             -5.383193e-02   
Income_$75,000 or more                             -5.383193e-02   
Sex_Female                                          4.398784e-01   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                           4.398784e-01   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC55  \
HighBP                                             -0.000000e+00   
HighChol                                           -7.956526e-18   
CholCheck                                           1.978868e-16   
Smoker                                             -6.404733e-17   
Stroke                                             -5.333784e-16   
HeartDiseaseorAttack                                3.971168e-16   
PhysActivity                                        6.392911e-17   
Fruits                                              3.896125e-17   
Veggies                                             1.547187e-16   
HvyAlcoholConsump                                  -1.626524e-16   
AnyHealthcare                                      -2.294758e-16   
NoDocbcCost                                        -1.312575e-16   
DiffWalk                                            4.174526e-16   
BMI_Underweight                                    -2.894647e-01   
BMI_Healthy weight                                 -2.611019e-01   
BMI_Overweight                                      3.616520e-02   
BMI_Class 1 Obesity                                 2.936978e-01   
BMI_Class 2 Obesity                                 5.528713e-01   
BMI_Class 3 Obesity                                 5.159872e-01   
GenHlth_Excellent                                   3.569800e-02   
GenHlth_Very good                                   3.569800e-02   
GenHlth_Good                                        3.569800e-02   
GenHlth_Fair                                        3.569800e-02   
GenHlth_Poor                                        3.569800e-02   
MentHlth_0                                          1.666351e-03   
MentHlth_1-5                                        1.666351e-03   
MentHlth_6-10                                       1.666351e-03   
MentHlth_11-15                                      1.666351e-03   
MentHlth_16-20                                      1.666351e-03   
MentHlth_21-25                                      1.666351e-03   
MentHlth_26-30                                      1.666351e-03   
PhysHlth_0                                         -9.441258e-02   
PhysHlth_1-5                                       -9.441258e-02   
PhysHlth_6-10                                      -9.441258e-02   
PhysHlth_11-15                                     -9.441258e-02   
PhysHlth_16-20                                     -9.441258e-02   
PhysHlth_21-25                                     -9.441258e-02   
PhysHlth_26-30                                     -9.441258e-02   
Education_Never attended school or only kinderg...  1.398653e-01   
Education_Elementary                                1.398653e-01   
Education_Some high school                          1.398653e-01   
Education_High school graduate                      1.398653e-01   
Education_Some college or technical school          1.398653e-01   
Education_College graduate                          1.398653e-01   
Income_Less than $10,000                            1.068669e-02   
Income_$10,000-$14,999                              1.068669e-02   
Income_$15,000-$19,999                              1.068669e-02   
Income_$20,000-$24,999                              1.068669e-02   
Income_$25,000-$34,999                              1.068669e-02   
Income_$35,000-$49,999                              1.068669e-02   
Income_$50,000-$74,999                              1.068669e-02   
Income_$75,000 or more                              1.068669e-02   
Sex_Female                                          2.725289e-02   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                           2.725287e-02   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC56  \
HighBP                                              0.000000e+00   
HighChol                                           -2.418784e-17   
CholCheck                                          -6.035371e-17   
Smoker                                              6.664944e-17   
Stroke                                             -1.504624e-16   
HeartDiseaseorAttack                                5.850542e-16   
PhysActivity                                       -2.537391e-17   
Fruits                                             -6.406232e-17   
Veggies                                             2.262456e-16   
HvyAlcoholConsump                                  -2.578209e-16   
AnyHealthcare                                       1.192742e-16   
NoDocbcCost                                        -9.180975e-17   
DiffWalk                                           -5.059384e-18   
BMI_Underweight                                    -2.898661e-01   
BMI_Healthy weight                                 -2.170673e-01   
BMI_Overweight                                      8.047808e-01   
BMI_Class 1 Obesity                                 2.130458e-01   
BMI_Class 2 Obesity                                -4.462211e-02   
BMI_Class 3 Obesity                                -2.253768e-01   
GenHlth_Excellent                                   7.929787e-02   
GenHlth_Very good                                   7.929787e-02   
GenHlth_Good                                        7.929787e-02   
GenHlth_Fair                                        7.929787e-02   
GenHlth_Poor                                        7.929787e-02   
MentHlth_0                                         -1.425505e-02   
MentHlth_1-5                                       -1.425505e-02   
MentHlth_6-10                                      -1.425505e-02   
MentHlth_11-15                                     -1.425505e-02   
MentHlth_16-20                                     -1.425505e-02   
MentHlth_21-25                                     -1.425505e-02   
MentHlth_26-30                                     -1.425505e-02   
PhysHlth_0                                          3.505252e-02   
PhysHlth_1-5                                        3.505252e-02   
PhysHlth_6-10                                       3.505252e-02   
PhysHlth_11-15                                      3.505252e-02   
PhysHlth_16-20                                      3.505252e-02   
PhysHlth_21-25                                      3.505252e-02   
PhysHlth_26-30                                      3.505252e-02   
Education_Never attended school or only kinderg... -1.022747e-01   
Education_Elementary                               -1.022747e-01   
Education_Some high school                         -1.022747e-01   
Education_High school graduate                     -1.022747e-01   
Education_Some college or technical school         -1.022747e-01   
Education_College graduate                         -1.022747e-01   
Income_Less than $10,000                            4.830772e-02   
Income_$10,000-$14,999                              4.830772e-02   
Income_$15,000-$19,999                              4.830772e-02   
Income_$20,000-$24,999                              4.830772e-02   
Income_$25,000-$34,999                              4.830772e-02   
Income_$35,000-$49,999                              4.830772e-02   
Income_$50,000-$74,999                              4.830772e-02   
Income_$75,000 or more                              4.830772e-02   
Sex_Female                                         -7.718140e-03   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                          -7.718092e-03   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC57          PC58  
HighBP                                             -0.000000e+00 -0.000000e+00  
HighChol                                           -2.546088e-18  5.092176e-17  
CholCheck                                           2.544003e-16  4.985023e-17  
Smoker                                             -4.178988e-18 -1.403619e-16  
Stroke                                              7.796300e-17 -2.770351e-16  
HeartDiseaseorAttack                                6.506861e-16  2.906330e-16  
PhysActivity                                        1.583756e-16 -1.233983e-16  
Fruits                                             -7.570682e-17  3.229056e-17  
Veggies                                             1.037996e-16  1.233288e-16  
HvyAlcoholConsump                                  -4.382545e-16  1.827268e-16  
AnyHealthcare                                       6.571770e-17  4.816377e-16  
NoDocbcCost                                         1.416986e-16  1.964274e-16  
DiffWalk                                            1.719473e-16  1.583646e-16  
BMI_Underweight                                    -6.327029e-02  1.555622e-01  
BMI_Healthy weight                                  1.030632e-01 -1.424928e-01  
BMI_Overweight                                     -1.492475e-01 -1.175033e-01  
BMI_Class 1 Obesity                                 5.720252e-01 -2.166569e-01  
BMI_Class 2 Obesity                                -4.257283e-01  5.238478e-01  
BMI_Class 3 Obesity                                -1.451649e-01 -4.577655e-01  
GenHlth_Excellent                                   9.533954e-02  8.793468e-02  
GenHlth_Very good                                   9.533954e-02  8.793468e-02  
GenHlth_Good                                        9.533954e-02  8.793468e-02  
GenHlth_Fair                                        9.533954e-02  8.793468e-02  
GenHlth_Poor                                        9.533954e-02  8.793468e-02  
MentHlth_0                                         -5.013147e-02 -4.347589e-03  
MentHlth_1-5                                       -5.013147e-02 -4.347589e-03  
MentHlth_6-10                                      -5.013147e-02 -4.347589e-03  
MentHlth_11-15                                     -5.013147e-02 -4.347589e-03  
MentHlth_16-20                                     -5.013147e-02 -4.347589e-03  
MentHlth_21-25                                     -5.013147e-02 -4.347589e-03  
MentHlth_26-30                                     -5.013147e-02 -4.347589e-03  
PhysHlth_0                                          5.107727e-02  1.215980e-01  
PhysHlth_1-5                                        5.107727e-02  1.215980e-01  
PhysHlth_6-10                                       5.107727e-02  1.215980e-01  
PhysHlth_11-15                                      5.107727e-02  1.215980e-01  
PhysHlth_16-20                                      5.107727e-02  1.215980e-01  
PhysHlth_21-25                                      5.107727e-02  1.215980e-01  
PhysHlth_26-30                                      5.107727e-02  1.215980e-01  
Education_Never attended school or only kinderg...  1.864665e-01  7.920444e-02  
Education_Elementary                                1.864665e-01  7.920444e-02  
Education_Some high school                          1.864665e-01  7.920444e-02  
Education_High school graduate                      1.864665e-01  7.920444e-02  
Education_Some college or technical school          1.864665e-01  7.920444e-02  
Education_College graduate                          1.864665e-01  7.920444e-02  
Income_Less than $10,000                            3.529831e-02  1.567520e-01  
Income_$10,000-$14,999                              3.529831e-02  1.567520e-01  
Income_$15,000-$19,999                              3.529831e-02  1.567520e-01  
Income_$20,000-$24,999                              3.529831e-02  1.567520e-01  
Income_$25,000-$34,999                              3.529831e-02  1.567520e-01  
Income_$35,000-$49,999                              3.529831e-02  1.567520e-01  
Income_$50,000-$74,999                              3.529831e-02  1.567520e-01  
Income_$75,000 or more                              3.529831e-02  1.567520e-01  
Sex_Female                                          2.585354e-01  1.309126e-01  
Sex_Male                                           -0.000000e+00 -0.000000e+00  
Age_18-29                                          -0.000000e+00 -0.000000e+00  
Age_30-49                                           2.585354e-01  1.309126e-01  
Age_50-64                                          -0.000000e+00 -0.000000e+00  
Age_65+                                            -0.000000e+00 -0.000000e+00  

[58 rows x 58 columns]

PCA Results for Subset_22:
        PC1       PC2       PC3       PC4       PC5       PC6       PC7  \
0 -0.731682  0.332843  0.595465 -0.018324 -0.458816  0.686000  0.552240   
1 -0.029245  0.551881 -0.917305  1.029956 -0.524251  0.404239 -0.927828   
2  1.059641  0.450794 -0.379320 -0.540379  0.352353 -0.156835 -0.756559   
3  1.175772 -0.489000 -0.387560 -0.228488  0.279361  0.654318  0.172882   
4 -0.412316 -0.368255 -0.498529  0.575961  0.248696 -0.275997  0.778720   

        PC8       PC9      PC10  ...          PC49  PC50  PC51  PC52  \
0 -0.370844  0.437959 -0.632976  ... -3.753452e-17   0.0   0.0   0.0   
1 -0.132475  0.333098 -0.144306  ... -3.753452e-17   0.0   0.0   0.0   
2 -0.042967 -0.200246 -0.165472  ... -3.753452e-17   0.0   0.0   0.0   
3  0.141698  0.126843 -0.885477  ... -3.753452e-17   0.0   0.0   0.0   
4 -0.767345  0.351090 -0.145494  ... -3.753452e-17   0.0   0.0   0.0   

           PC53          PC54          PC55          PC56          PC57  \
0  1.251666e-34  2.220446e-16 -1.110223e-15 -1.387779e-16 -1.665335e-16   
1  1.251666e-34 -2.220446e-16 -1.110223e-16  6.938894e-17  1.110223e-16   
2  1.251666e-34 -2.220446e-16 -3.330669e-16  3.122502e-16  0.000000e+00   
3  1.251666e-34 -2.220446e-16 -2.220446e-16  2.151057e-16  3.330669e-16   
4  1.251666e-34  1.110223e-15 -2.220446e-16 -4.440892e-16  4.996004e-16   

           PC58  
0 -1.554312e-15  
1  0.000000e+00  
2  0.000000e+00  
3  4.440892e-16  
4  4.440892e-16  

[5 rows x 58 columns]
No description has been provided for this image
For Subset_22, retain 26 components to explain 90% of the variance.


Explained Variance for Subset_23:
[1.16632198e-01 6.98564661e-02 6.43416571e-02 6.05385228e-02
 5.31882393e-02 5.21333217e-02 4.87758847e-02 4.46088765e-02
 4.05663491e-02 3.76094673e-02 3.61631049e-02 3.40271867e-02
 3.29079275e-02 3.00270693e-02 2.91001958e-02 2.37769557e-02
 1.89794919e-02 1.75705367e-02 1.58240561e-02 1.51073278e-02
 1.39394499e-02 1.34731835e-02 1.25171407e-02 1.23677561e-02
 1.10817176e-02 1.02681840e-02 1.01182900e-02 9.71879454e-03
 9.11151339e-03 8.83829524e-03 8.10939801e-03 8.07844239e-03
 7.55624624e-03 6.95922320e-03 4.31837439e-03 3.06156475e-03
 2.80275977e-03 2.42337704e-03 2.19803909e-03 1.32341533e-03
 1.56700599e-17 1.19810397e-17 1.10382150e-17 6.23858595e-18
 2.12767108e-18 3.75111919e-19 2.33312974e-28 2.23713219e-36
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00]

Cumulative Variance for Subset_23:
[0.1166322  0.18648866 0.25083032 0.31136884 0.36455708 0.4166904
 0.46546629 0.51007517 0.55064152 0.58825098 0.62441409 0.65844127
 0.6913492  0.72137627 0.75047647 0.77425342 0.79323291 0.81080345
 0.82662751 0.84173483 0.85567428 0.86914747 0.88166461 0.89403237
 0.90511408 0.91538227 0.92550056 0.93521935 0.94433086 0.95316916
 0.96127856 0.969357   0.97691325 0.98387247 0.98819084 0.99125241
 0.99405517 0.99647855 0.99867658 1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.        ]

Loadings for Subset_23:
                                                             PC1  \
HighBP                                             -2.802974e-01   
HighChol                                           -2.472453e-01   
CholCheck                                          -1.298908e-02   
Smoker                                             -1.738964e-01   
Stroke                                             -1.295068e-02   
HeartDiseaseorAttack                               -8.971166e-02   
PhysActivity                                        1.841706e-01   
Fruits                                              1.097057e-01   
Veggies                                             9.472655e-02   
HvyAlcoholConsump                                  -1.822945e-02   
AnyHealthcare                                       3.377044e-02   
NoDocbcCost                                        -1.318861e-01   
DiffWalk                                           -2.632297e-01   
BMI_Underweight                                    -8.271806e-25   
BMI_Healthy weight                                  1.033976e-25   
BMI_Overweight                                     -1.292470e-26   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                 4.038968e-28   
BMI_Class 3 Obesity                                 2.819016e-18   
GenHlth_Excellent                                   2.925791e-02   
GenHlth_Very good                                   1.853109e-01   
GenHlth_Good                                        1.279623e-01   
GenHlth_Fair                                       -2.229661e-01   
GenHlth_Poor                                       -1.195651e-01   
MentHlth_0                                          3.170366e-01   
MentHlth_1-5                                       -6.543440e-02   
MentHlth_6-10                                      -5.095667e-02   
MentHlth_11-15                                     -2.819342e-02   
MentHlth_16-20                                     -2.335408e-02   
MentHlth_21-25                                     -2.094075e-02   
MentHlth_26-30                                     -1.281573e-01   
PhysHlth_0                                          4.034075e-01   
PhysHlth_1-5                                       -1.104927e-01   
PhysHlth_6-10                                      -5.411468e-02   
PhysHlth_11-15                                     -3.612410e-02   
PhysHlth_16-20                                     -2.181631e-02   
PhysHlth_21-25                                     -7.425557e-03   
PhysHlth_26-30                                     -1.734341e-01   
Education_Never attended school or only kinderg...  0.000000e+00   
Education_Elementary                               -1.281187e-02   
Education_Some high school                         -4.260698e-02   
Education_High school graduate                     -1.833019e-01   
Education_Some college or technical school         -2.099330e-02   
Education_College graduate                          2.597141e-01   
Income_Less than $10,000                           -8.466849e-02   
Income_$10,000-$14,999                             -7.421924e-02   
Income_$15,000-$19,999                             -4.393763e-02   
Income_$20,000-$24,999                             -5.342718e-02   
Income_$25,000-$34,999                             -2.812800e-02   
Income_$35,000-$49,999                             -3.724181e-02   
Income_$50,000-$74,999                             -1.667839e-03   
Income_$75,000 or more                              3.232902e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            2.819016e-18   
Age_18-29                                           0.000000e+00   
Age_30-49                                           2.819016e-18   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC2  \
HighBP                                              5.921569e-02   
HighChol                                            1.085112e-01   
CholCheck                                           2.443808e-02   
Smoker                                             -2.487123e-01   
Stroke                                              2.495424e-03   
HeartDiseaseorAttack                               -3.420995e-03   
PhysActivity                                        3.898743e-02   
Fruits                                              1.001729e-01   
Veggies                                             9.150500e-02   
HvyAlcoholConsump                                  -7.298293e-03   
AnyHealthcare                                       8.756120e-02   
NoDocbcCost                                        -2.335462e-02   
DiffWalk                                            1.111213e-02   
BMI_Underweight                                    -0.000000e+00   
BMI_Healthy weight                                 -0.000000e+00   
BMI_Overweight                                     -2.710505e-20   
BMI_Class 1 Obesity                                 1.355253e-20   
BMI_Class 2 Obesity                                -0.000000e+00   
BMI_Class 3 Obesity                                 2.336946e-17   
GenHlth_Excellent                                  -3.461700e-02   
GenHlth_Very good                                  -5.171766e-02   
GenHlth_Good                                        8.286912e-02   
GenHlth_Fair                                       -5.975327e-03   
GenHlth_Poor                                        9.440867e-03   
MentHlth_0                                         -2.571032e-01   
MentHlth_1-5                                        2.186974e-01   
MentHlth_6-10                                       1.098079e-02   
MentHlth_11-15                                      1.840203e-03   
MentHlth_16-20                                      1.469256e-02   
MentHlth_21-25                                      2.475842e-03   
MentHlth_26-30                                      8.416404e-03   
PhysHlth_0                                         -4.170734e-01   
PhysHlth_1-5                                        3.587503e-01   
PhysHlth_6-10                                       2.504534e-02   
PhysHlth_11-15                                      1.296595e-02   
PhysHlth_16-20                                      4.416947e-03   
PhysHlth_21-25                                     -2.211171e-03   
PhysHlth_26-30                                      1.810604e-02   
Education_Never attended school or only kinderg...  8.968310e-44   
Education_Elementary                               -2.262466e-03   
Education_Some high school                         -2.144799e-02   
Education_High school graduate                     -2.324374e-01   
Education_Some college or technical school         -2.345979e-01   
Education_College graduate                          4.907457e-01   
Income_Less than $10,000                           -1.281799e-02   
Income_$10,000-$14,999                             -1.012325e-02   
Income_$15,000-$19,999                             -1.408005e-02   
Income_$20,000-$24,999                             -7.667502e-03   
Income_$25,000-$34,999                             -3.779212e-02   
Income_$35,000-$49,999                             -1.122609e-01   
Income_$50,000-$74,999                             -1.039252e-01   
Income_$75,000 or more                              2.986670e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                            2.336552e-17   
Age_18-29                                          -0.000000e+00   
Age_30-49                                           2.336552e-17   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC3  \
HighBP                                              1.506254e-01   
HighChol                                            1.030263e-01   
CholCheck                                           1.530713e-02   
Smoker                                              4.170885e-02   
Stroke                                             -1.382376e-03   
HeartDiseaseorAttack                               -1.035419e-02   
PhysActivity                                       -6.268215e-02   
Fruits                                             -1.893740e-01   
Veggies                                            -1.275751e-01   
HvyAlcoholConsump                                   1.893452e-02   
AnyHealthcare                                       3.355402e-02   
NoDocbcCost                                        -5.059594e-02   
DiffWalk                                           -8.870949e-02   
BMI_Underweight                                     0.000000e+00   
BMI_Healthy weight                                  8.673617e-19   
BMI_Overweight                                      0.000000e+00   
BMI_Class 1 Obesity                                 1.084202e-19   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                -1.600957e-17   
GenHlth_Excellent                                  -4.504882e-02   
GenHlth_Very good                                  -4.009651e-01   
GenHlth_Good                                        7.643796e-01   
GenHlth_Fair                                       -2.662382e-01   
GenHlth_Poor                                       -5.212753e-02   
MentHlth_0                                          8.413473e-02   
MentHlth_1-5                                       -9.897437e-03   
MentHlth_6-10                                       8.237605e-03   
MentHlth_11-15                                     -1.168535e-02   
MentHlth_16-20                                     -6.807396e-03   
MentHlth_21-25                                     -1.302587e-02   
MentHlth_26-30                                     -5.095629e-02   
PhysHlth_0                                         -1.519808e-02   
PhysHlth_1-5                                        1.217310e-01   
PhysHlth_6-10                                      -1.143608e-03   
PhysHlth_11-15                                     -1.279318e-02   
PhysHlth_16-20                                     -5.102419e-03   
PhysHlth_21-25                                     -2.421054e-03   
PhysHlth_26-30                                     -8.507265e-02   
Education_Never attended school or only kinderg... -1.147944e-41   
Education_Elementary                               -3.481433e-03   
Education_Some high school                          8.330333e-04   
Education_High school graduate                     -5.765553e-02   
Education_Some college or technical school          1.485307e-01   
Education_College graduate                         -8.822678e-02   
Income_Less than $10,000                           -3.149700e-02   
Income_$10,000-$14,999                             -2.131218e-02   
Income_$15,000-$19,999                             -7.486132e-03   
Income_$20,000-$24,999                             -1.209043e-02   
Income_$25,000-$34,999                              2.848535e-02   
Income_$35,000-$49,999                              6.298640e-02   
Income_$50,000-$74,999                              3.220872e-02   
Income_$75,000 or more                             -5.129472e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                           -1.601374e-17   
Age_18-29                                           0.000000e+00   
Age_30-49                                          -1.601374e-17   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC4  \
HighBP                                             -1.175470e-01   
HighChol                                           -2.205096e-01   
CholCheck                                          -1.025625e-02   
Smoker                                              8.121508e-02   
Stroke                                             -2.786598e-04   
HeartDiseaseorAttack                               -1.883699e-02   
PhysActivity                                        1.490785e-01   
Fruits                                              1.035259e-02   
Veggies                                             9.214464e-02   
HvyAlcoholConsump                                   5.350427e-03   
AnyHealthcare                                       1.404359e-02   
NoDocbcCost                                        -1.435054e-02   
DiffWalk                                           -7.241178e-02   
BMI_Underweight                                     0.000000e+00   
BMI_Healthy weight                                  1.734723e-18   
BMI_Overweight                                      8.673617e-19   
BMI_Class 1 Obesity                                 8.673617e-19   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                -7.792049e-17   
GenHlth_Excellent                                  -3.586094e-02   
GenHlth_Very good                                   1.685354e-01   
GenHlth_Good                                       -6.800726e-02   
GenHlth_Fair                                       -5.096390e-02   
GenHlth_Poor                                       -1.370331e-02   
MentHlth_0                                         -2.738952e-01   
MentHlth_1-5                                        2.066062e-01   
MentHlth_6-10                                       5.474716e-02   
MentHlth_11-15                                      1.692704e-02   
MentHlth_16-20                                      3.550387e-03   
MentHlth_21-25                                      2.636354e-03   
MentHlth_26-30                                     -1.057190e-02   
PhysHlth_0                                         -1.261601e-01   
PhysHlth_1-5                                        2.063645e-01   
PhysHlth_6-10                                      -2.100896e-02   
PhysHlth_11-15                                     -1.649693e-02   
PhysHlth_16-20                                     -2.052596e-03   
PhysHlth_21-25                                      4.526629e-03   
PhysHlth_26-30                                     -4.517253e-02   
Education_Never attended school or only kinderg...  0.000000e+00   
Education_Elementary                               -4.856864e-03   
Education_Some high school                         -2.340884e-02   
Education_High school graduate                     -4.018375e-01   
Education_Some college or technical school          6.673530e-01   
Education_College graduate                         -2.372497e-01   
Income_Less than $10,000                           -4.992344e-02   
Income_$10,000-$14,999                             -1.161544e-02   
Income_$15,000-$19,999                             -4.020790e-03   
Income_$20,000-$24,999                             -1.397299e-02   
Income_$25,000-$34,999                              1.894203e-02   
Income_$35,000-$49,999                             -4.547720e-03   
Income_$50,000-$74,999                              8.487220e-02   
Income_$75,000 or more                             -1.973385e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                           -7.814505e-17   
Age_18-29                                           0.000000e+00   
Age_30-49                                          -7.814505e-17   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC5  \
HighBP                                             -8.175663e-03   
HighChol                                           -1.675712e-01   
CholCheck                                           1.956383e-02   
Smoker                                              1.348101e-01   
Stroke                                             -8.290247e-03   
HeartDiseaseorAttack                               -3.733672e-02   
PhysActivity                                        2.172901e-01   
Fruits                                              4.411738e-01   
Veggies                                             2.884314e-01   
HvyAlcoholConsump                                   8.287160e-03   
AnyHealthcare                                      -1.917612e-02   
NoDocbcCost                                        -4.086378e-02   
DiffWalk                                           -1.163211e-01   
BMI_Underweight                                    -5.551115e-17   
BMI_Healthy weight                                 -5.551115e-17   
BMI_Overweight                                     -1.110223e-16   
BMI_Class 1 Obesity                                -1.110223e-16   
BMI_Class 2 Obesity                                 1.110223e-16   
BMI_Class 3 Obesity                                -4.460743e-17   
GenHlth_Excellent                                  -1.616409e-03   
GenHlth_Very good                                   8.402105e-02   
GenHlth_Good                                        8.169536e-02   
GenHlth_Fair                                       -8.060067e-02   
GenHlth_Poor                                       -8.349933e-02   
MentHlth_0                                          2.141354e-01   
MentHlth_1-5                                       -6.412251e-02   
MentHlth_6-10                                      -2.787248e-02   
MentHlth_11-15                                     -1.347540e-02   
MentHlth_16-20                                     -9.539440e-03   
MentHlth_21-25                                     -9.927367e-03   
MentHlth_26-30                                     -8.919818e-02   
PhysHlth_0                                         -2.743192e-01   
PhysHlth_1-5                                        4.256296e-01   
PhysHlth_6-10                                      -3.373561e-02   
PhysHlth_11-15                                     -5.346361e-03   
PhysHlth_16-20                                     -1.156058e-02   
PhysHlth_21-25                                      2.109170e-03   
PhysHlth_26-30                                     -1.027770e-01   
Education_Never attended school or only kinderg... -0.000000e+00   
Education_Elementary                               -3.108609e-03   
Education_Some high school                         -2.835380e-02   
Education_High school graduate                      3.771026e-01   
Education_Some college or technical school         -1.497669e-01   
Education_College graduate                         -1.958733e-01   
Income_Less than $10,000                           -3.154658e-02   
Income_$10,000-$14,999                             -2.757786e-02   
Income_$15,000-$19,999                              3.481349e-02   
Income_$20,000-$24,999                              3.048893e-02   
Income_$25,000-$34,999                              9.986192e-03   
Income_$35,000-$49,999                              6.529995e-02   
Income_$50,000-$74,999                              1.028035e-01   
Income_$75,000 or more                             -1.842676e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                            1.957462e-17   
Age_18-29                                          -0.000000e+00   
Age_30-49                                           1.957462e-17   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC6  \
HighBP                                              4.761726e-01   
HighChol                                            3.068737e-01   
CholCheck                                           5.312149e-02   
Smoker                                             -6.367102e-02   
Stroke                                             -2.427385e-03   
HeartDiseaseorAttack                                5.731682e-02   
PhysActivity                                        3.243487e-02   
Fruits                                              3.968116e-01   
Veggies                                             2.564690e-01   
HvyAlcoholConsump                                  -6.043906e-03   
AnyHealthcare                                       4.802327e-02   
NoDocbcCost                                        -3.049295e-02   
DiffWalk                                            8.159304e-02   
BMI_Underweight                                    -6.938894e-18   
BMI_Healthy weight                                  1.734723e-18   
BMI_Overweight                                     -8.673617e-19   
BMI_Class 1 Obesity                                -1.734723e-18   
BMI_Class 2 Obesity                                 1.734723e-18   
BMI_Class 3 Obesity                                -4.136651e-17   
GenHlth_Excellent                                  -8.071852e-03   
GenHlth_Very good                                  -8.555828e-02   
GenHlth_Good                                       -6.465924e-02   
GenHlth_Fair                                        9.872678e-02   
GenHlth_Poor                                        5.956259e-02   
MentHlth_0                                          3.221408e-01   
MentHlth_1-5                                       -3.003154e-01   
MentHlth_6-10                                      -3.068360e-02   
MentHlth_11-15                                     -1.260493e-02   
MentHlth_16-20                                      3.525858e-03   
MentHlth_21-25                                      1.115609e-03   
MentHlth_26-30                                      1.682162e-02   
PhysHlth_0                                         -1.740241e-03   
PhysHlth_1-5                                       -1.201204e-01   
PhysHlth_6-10                                       5.990341e-03   
PhysHlth_11-15                                      7.111637e-03   
PhysHlth_16-20                                      7.709819e-03   
PhysHlth_21-25                                      6.966185e-03   
PhysHlth_26-30                                      9.408268e-02   
Education_Never attended school or only kinderg... -0.000000e+00   
Education_Elementary                                8.154300e-03   
Education_Some high school                          2.677393e-03   
Education_High school graduate                     -2.904010e-01   
Education_Some college or technical school          2.877321e-01   
Education_College graduate                         -8.162727e-03   
Income_Less than $10,000                            6.707415e-03   
Income_$10,000-$14,999                             -1.993707e-03   
Income_$15,000-$19,999                             -6.893688e-03   
Income_$20,000-$24,999                             -1.257295e-02   
Income_$25,000-$34,999                              4.498723e-03   
Income_$35,000-$49,999                             -2.747761e-03   
Income_$50,000-$74,999                             -1.016052e-01   
Income_$75,000 or more                              1.146072e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -3.708770e-17   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -3.708770e-17   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC7  \
HighBP                                             -1.335155e-02   
HighChol                                            2.558865e-02   
CholCheck                                           6.447091e-03   
Smoker                                             -3.051990e-01   
Stroke                                             -1.062374e-02   
HeartDiseaseorAttack                               -2.950207e-02   
PhysActivity                                       -1.536046e-01   
Fruits                                             -4.600534e-01   
Veggies                                            -2.311628e-01   
HvyAlcoholConsump                                  -2.664061e-02   
AnyHealthcare                                       1.848849e-02   
NoDocbcCost                                        -6.820652e-02   
DiffWalk                                           -3.596185e-02   
BMI_Underweight                                     6.938894e-17   
BMI_Healthy weight                                  5.551115e-17   
BMI_Overweight                                      5.551115e-17   
BMI_Class 1 Obesity                                 1.110223e-16   
BMI_Class 2 Obesity                                 5.551115e-17   
BMI_Class 3 Obesity                                -1.024421e-16   
GenHlth_Excellent                                  -1.054839e-02   
GenHlth_Very good                                   2.028156e-01   
GenHlth_Good                                       -2.000767e-01   
GenHlth_Fair                                        3.675074e-02   
GenHlth_Poor                                       -2.894130e-02   
MentHlth_0                                          4.637692e-01   
MentHlth_1-5                                       -2.735781e-01   
MentHlth_6-10                                      -4.675395e-02   
MentHlth_11-15                                     -4.160986e-02   
MentHlth_16-20                                     -1.310005e-02   
MentHlth_21-25                                     -5.976846e-03   
MentHlth_26-30                                     -8.275035e-02   
PhysHlth_0                                         -3.009052e-01   
PhysHlth_1-5                                        3.386277e-01   
PhysHlth_6-10                                      -3.366258e-03   
PhysHlth_11-15                                      6.724769e-03   
PhysHlth_16-20                                     -6.645076e-03   
PhysHlth_21-25                                     -2.559952e-03   
PhysHlth_26-30                                     -3.187606e-02   
Education_Never attended school or only kinderg... -0.000000e+00   
Education_Elementary                               -1.051377e-02   
Education_Some high school                         -1.659030e-02   
Education_High school graduate                     -3.234992e-02   
Education_Some college or technical school          1.116944e-01   
Education_College graduate                         -5.224043e-02   
Income_Less than $10,000                           -2.149963e-02   
Income_$10,000-$14,999                             -5.657385e-03   
Income_$15,000-$19,999                             -8.570714e-03   
Income_$20,000-$24,999                             -2.085496e-02   
Income_$25,000-$34,999                              2.082961e-02   
Income_$35,000-$49,999                              1.349202e-02   
Income_$50,000-$74,999                              1.875547e-02   
Income_$75,000 or more                              3.505594e-03   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -1.356943e-17   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -1.356943e-17   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC8  \
HighBP                                             -1.747758e-01   
HighChol                                           -1.638912e-01   
CholCheck                                          -3.036926e-02   
Smoker                                              6.784976e-01   
Stroke                                              9.636204e-03   
HeartDiseaseorAttack                                2.807523e-02   
PhysActivity                                       -1.842727e-01   
Fruits                                             -1.321425e-01   
Veggies                                             1.156549e-01   
HvyAlcoholConsump                                   5.357452e-02   
AnyHealthcare                                       6.801766e-02   
NoDocbcCost                                        -9.774410e-02   
DiffWalk                                            6.207482e-02   
BMI_Underweight                                    -5.551115e-17   
BMI_Healthy weight                                  2.775558e-17   
BMI_Overweight                                     -1.387779e-17   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                 1.387779e-17   
BMI_Class 3 Obesity                                 1.907818e-17   
GenHlth_Excellent                                   1.020494e-02   
GenHlth_Very good                                  -1.381589e-01   
GenHlth_Good                                       -2.569343e-03   
GenHlth_Fair                                        1.474459e-01   
GenHlth_Poor                                       -1.692262e-02   
MentHlth_0                                          1.371840e-01   
MentHlth_1-5                                       -1.624813e-01   
MentHlth_6-10                                      -1.350178e-02   
MentHlth_11-15                                     -4.572641e-03   
MentHlth_16-20                                      6.744110e-03   
MentHlth_21-25                                      1.058553e-02   
MentHlth_26-30                                      2.604204e-02   
PhysHlth_0                                         -1.524369e-01   
PhysHlth_1-5                                        5.662009e-02   
PhysHlth_6-10                                       2.592059e-02   
PhysHlth_11-15                                      2.626823e-02   
PhysHlth_16-20                                      3.156221e-03   
PhysHlth_21-25                                      8.200780e-03   
PhysHlth_26-30                                      3.227098e-02   
Education_Never attended school or only kinderg...  0.000000e+00   
Education_Elementary                                4.004938e-03   
Education_Some high school                          5.022832e-02   
Education_High school graduate                     -3.301220e-02   
Education_Some college or technical school         -9.905865e-03   
Education_College graduate                         -1.131519e-02   
Income_Less than $10,000                           -1.030785e-02   
Income_$10,000-$14,999                              4.299078e-02   
Income_$15,000-$19,999                             -7.583324e-03   
Income_$20,000-$24,999                             -2.626222e-02   
Income_$25,000-$34,999                             -4.777655e-02   
Income_$35,000-$49,999                             -1.908544e-01   
Income_$50,000-$74,999                             -1.997206e-01   
Income_$75,000 or more                              4.395141e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            3.106453e-18   
Age_18-29                                           0.000000e+00   
Age_30-49                                           3.106453e-18   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC9  \
HighBP                                              4.012938e-01   
HighChol                                            3.050307e-01   
CholCheck                                           1.418382e-02   
Smoker                                              1.420144e-01   
Stroke                                             -2.785668e-03   
HeartDiseaseorAttack                                1.458346e-02   
PhysActivity                                        4.304262e-01   
Fruits                                             -2.765593e-01   
Veggies                                            -5.626087e-02   
HvyAlcoholConsump                                   2.641238e-02   
AnyHealthcare                                       2.376457e-02   
NoDocbcCost                                        -1.461166e-01   
DiffWalk                                           -1.914693e-01   
BMI_Underweight                                    -2.775558e-17   
BMI_Healthy weight                                  2.775558e-17   
BMI_Overweight                                     -1.387779e-17   
BMI_Class 1 Obesity                                -9.540979e-18   
BMI_Class 2 Obesity                                 2.775558e-17   
BMI_Class 3 Obesity                                 3.632225e-17   
GenHlth_Excellent                                   4.352742e-03   
GenHlth_Very good                                   2.243726e-01   
GenHlth_Good                                       -8.698696e-02   
GenHlth_Fair                                       -3.429508e-02   
GenHlth_Poor                                       -1.074433e-01   
MentHlth_0                                         -1.211659e-01   
MentHlth_1-5                                        1.668786e-01   
MentHlth_6-10                                       2.526556e-02   
MentHlth_11-15                                      1.263964e-02   
MentHlth_16-20                                     -3.238269e-03   
MentHlth_21-25                                     -1.273524e-02   
MentHlth_26-30                                     -6.764441e-02   
PhysHlth_0                                          1.420252e-01   
PhysHlth_1-5                                        7.273575e-02   
PhysHlth_6-10                                      -4.117080e-02   
PhysHlth_11-15                                     -1.944717e-02   
PhysHlth_16-20                                     -3.250525e-03   
PhysHlth_21-25                                      2.904904e-03   
PhysHlth_26-30                                     -1.537974e-01   
Education_Never attended school or only kinderg... -3.081488e-33   
Education_Elementary                               -1.002364e-02   
Education_Some high school                         -5.658916e-02   
Education_High school graduate                      2.474051e-01   
Education_Some college or technical school         -1.348542e-02   
Education_College graduate                         -1.673068e-01   
Income_Less than $10,000                            5.314617e-03   
Income_$10,000-$14,999                             -3.513254e-02   
Income_$15,000-$19,999                              9.632112e-03   
Income_$20,000-$24,999                             -7.003841e-03   
Income_$25,000-$34,999                              1.194237e-02   
Income_$35,000-$49,999                             -5.490198e-02   
Income_$50,000-$74,999                             -2.213430e-01   
Income_$75,000 or more                              2.914923e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            1.535299e-18   
Age_18-29                                           0.000000e+00   
Age_30-49                                           1.535299e-18   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC10  ...  PC49  \
HighBP                                              9.401078e-02  ...   0.0   
HighChol                                            2.201184e-01  ...   0.0   
CholCheck                                          -1.138911e-02  ...   0.0   
Smoker                                              4.231788e-01  ...   0.0   
Stroke                                              7.110200e-04  ...   0.0   
HeartDiseaseorAttack                               -1.688096e-02  ...   0.0   
PhysActivity                                        1.625413e-01  ...   0.0   
Fruits                                             -2.100508e-01  ...   0.0   
Veggies                                             1.143431e-01  ...   0.0   
HvyAlcoholConsump                                   3.971315e-02  ...   0.0   
AnyHealthcare                                       2.028812e-02  ...   0.0   
NoDocbcCost                                        -4.101390e-02  ...   0.0   
DiffWalk                                           -8.734103e-02  ...   0.0   
BMI_Underweight                                    -2.081668e-17  ...   0.0   
BMI_Healthy weight                                 -0.000000e+00  ...   0.0   
BMI_Overweight                                      5.551115e-17  ...   0.0   
BMI_Class 1 Obesity                                 2.775558e-17  ...   0.0   
BMI_Class 2 Obesity                                -0.000000e+00  ...   0.0   
BMI_Class 3 Obesity                                -3.489338e-17  ...   0.0   
GenHlth_Excellent                                  -4.660300e-02  ...   0.0   
GenHlth_Very good                                   1.326024e-01  ...   0.0   
GenHlth_Good                                       -5.426236e-02  ...   0.0   
GenHlth_Fair                                        9.273553e-03  ...   0.0   
GenHlth_Poor                                       -4.101057e-02  ...   0.0   
MentHlth_0                                          8.610335e-02  ...   0.0   
MentHlth_1-5                                       -3.615597e-02  ...   0.0   
MentHlth_6-10                                      -8.075950e-03  ...   0.0   
MentHlth_11-15                                      2.391922e-02  ...   0.0   
MentHlth_16-20                                     -1.373932e-02  ...   0.0   
MentHlth_21-25                                     -9.920086e-03  ...   0.0   
MentHlth_26-30                                     -4.213125e-02  ...   0.0   
PhysHlth_0                                          2.261085e-02  ...   0.0   
PhysHlth_1-5                                        1.128923e-02  ...   0.0   
PhysHlth_6-10                                       1.751209e-02  ...   0.0   
PhysHlth_11-15                                      2.164522e-02  ...   0.0   
PhysHlth_16-20                                     -5.854500e-04  ...   0.0   
PhysHlth_21-25                                     -3.779138e-03  ...   0.0   
PhysHlth_26-30                                     -6.869279e-02  ...   0.0   
Education_Never attended school or only kinderg...  7.888609e-31  ...   0.0   
Education_Elementary                                7.838263e-03  ...   0.0   
Education_Some high school                          3.504672e-02  ...   0.0   
Education_High school graduate                     -2.857039e-01  ...   0.0   
Education_Some college or technical school         -1.338651e-01  ...   0.0   
Education_College graduate                          3.766840e-01  ...   0.0   
Income_Less than $10,000                           -3.048636e-02  ...   0.0   
Income_$10,000-$14,999                              2.939867e-04  ...   0.0   
Income_$15,000-$19,999                             -1.057379e-02  ...   0.0   
Income_$20,000-$24,999                             -8.719322e-03  ...   0.0   
Income_$25,000-$34,999                             -2.379204e-03  ...   0.0   
Income_$35,000-$49,999                             -5.647586e-02  ...   0.0   
Income_$50,000-$74,999                              4.862327e-01  ...   0.0   
Income_$75,000 or more                             -3.778922e-01  ...   0.0   
Sex_Female                                         -0.000000e+00  ...   0.0   
Sex_Male                                            2.563167e-17  ...   0.0   
Age_18-29                                          -0.000000e+00  ...   0.0   
Age_30-49                                           2.563167e-17  ...   0.0   
Age_50-64                                          -0.000000e+00  ...   0.0   
Age_65+                                            -0.000000e+00  ...   1.0   

                                                    PC50  PC51          PC52  \
HighBP                                               0.0   0.0  0.000000e+00   
HighChol                                             0.0   0.0 -6.178259e-18   
CholCheck                                            0.0   0.0 -2.243605e-17   
Smoker                                               0.0   0.0  1.234699e-17   
Stroke                                               0.0   0.0 -6.388815e-16   
HeartDiseaseorAttack                                 0.0   0.0 -8.292695e-17   
PhysActivity                                         0.0   0.0  2.992979e-17   
Fruits                                               0.0   0.0  2.557489e-17   
Veggies                                              0.0   0.0 -5.185407e-18   
HvyAlcoholConsump                                    0.0   0.0  8.731842e-17   
AnyHealthcare                                        0.0   0.0  1.564643e-16   
NoDocbcCost                                          0.0   0.0  7.601845e-17   
DiffWalk                                             0.0   0.0  7.418296e-17   
BMI_Underweight                                      0.0   0.0  2.582531e-01   
BMI_Healthy weight                                   0.0   0.0  2.223324e-01   
BMI_Overweight                                       0.0   0.0  1.559829e-01   
BMI_Class 1 Obesity                                  0.0   0.0  1.933103e-01   
BMI_Class 2 Obesity                                  0.0   0.0 -7.997390e-02   
BMI_Class 3 Obesity                                  0.0   0.0 -1.009528e-01   
GenHlth_Excellent                                    0.0   0.0  2.530466e-02   
GenHlth_Very good                                    0.0   0.0  2.530466e-02   
GenHlth_Good                                         0.0   0.0  2.530466e-02   
GenHlth_Fair                                         0.0   0.0  2.530466e-02   
GenHlth_Poor                                         0.0   0.0  2.530466e-02   
MentHlth_0                                           0.0   0.0  6.127099e-03   
MentHlth_1-5                                         0.0   0.0  6.127099e-03   
MentHlth_6-10                                        0.0   0.0  6.127099e-03   
MentHlth_11-15                                       0.0   0.0  6.127099e-03   
MentHlth_16-20                                       0.0   0.0  6.127099e-03   
MentHlth_21-25                                       0.0   0.0  6.127099e-03   
MentHlth_26-30                                       0.0   0.0  6.127099e-03   
PhysHlth_0                                           0.0   0.0 -3.233958e-03   
PhysHlth_1-5                                         0.0   0.0 -3.233958e-03   
PhysHlth_6-10                                        0.0   0.0 -3.233958e-03   
PhysHlth_11-15                                       0.0   0.0 -3.233958e-03   
PhysHlth_16-20                                       0.0   0.0 -3.233958e-03   
PhysHlth_21-25                                       0.0   0.0 -3.233958e-03   
PhysHlth_26-30                                       0.0   0.0 -3.233958e-03   
Education_Never attended school or only kinderg...   0.0   0.0  8.417687e-01   
Education_Elementary                                 0.0   0.0  7.839398e-03   
Education_Some high school                           0.0   0.0  7.839398e-03   
Education_High school graduate                       0.0   0.0  7.839398e-03   
Education_Some college or technical school           0.0   0.0  7.839398e-03   
Education_College graduate                           0.0   0.0  7.839398e-03   
Income_Less than $10,000                             0.0   0.0  4.873223e-03   
Income_$10,000-$14,999                               0.0   0.0  4.873223e-03   
Income_$15,000-$19,999                               0.0   0.0  4.873223e-03   
Income_$20,000-$24,999                               0.0   0.0  4.873223e-03   
Income_$25,000-$34,999                               0.0   0.0  4.873223e-03   
Income_$35,000-$49,999                               0.0   0.0  4.873223e-03   
Income_$50,000-$74,999                               0.0   0.0  4.873223e-03   
Income_$75,000 or more                               0.0   0.0  4.873223e-03   
Sex_Female                                           0.0   0.0  0.000000e+00   
Sex_Male                                             0.0   0.0  2.156431e-01   
Age_18-29                                            0.0   1.0  0.000000e+00   
Age_30-49                                            0.0   0.0  2.155817e-01   
Age_50-64                                            1.0   0.0  0.000000e+00   
Age_65+                                              0.0   0.0  0.000000e+00   

                                                            PC53  \
HighBP                                             -0.000000e+00   
HighChol                                            5.072675e-17   
CholCheck                                           1.099130e-16   
Smoker                                              6.532824e-17   
Stroke                                             -8.490050e-16   
HeartDiseaseorAttack                                8.326000e-17   
PhysActivity                                       -2.462548e-17   
Fruits                                              8.348996e-17   
Veggies                                            -9.630625e-17   
HvyAlcoholConsump                                   1.053102e-16   
AnyHealthcare                                      -6.160579e-17   
NoDocbcCost                                        -6.892372e-17   
DiffWalk                                            1.012400e-17   
BMI_Underweight                                     1.100002e-01   
BMI_Healthy weight                                  2.958368e-01   
BMI_Overweight                                     -1.980307e-01   
BMI_Class 1 Obesity                                -1.543691e-01   
BMI_Class 2 Obesity                                -1.496186e-01   
BMI_Class 3 Obesity                                -1.985415e-01   
GenHlth_Excellent                                   1.924662e-02   
GenHlth_Very good                                   1.924662e-02   
GenHlth_Good                                        1.924662e-02   
GenHlth_Fair                                        1.924662e-02   
GenHlth_Poor                                        1.924662e-02   
MentHlth_0                                          1.342725e-01   
MentHlth_1-5                                        1.342725e-01   
MentHlth_6-10                                       1.342725e-01   
MentHlth_11-15                                      1.342725e-01   
MentHlth_16-20                                      1.342725e-01   
MentHlth_21-25                                      1.342725e-01   
MentHlth_26-30                                      1.342725e-01   
PhysHlth_0                                         -1.577229e-01   
PhysHlth_1-5                                       -1.577229e-01   
PhysHlth_6-10                                      -1.577229e-01   
PhysHlth_11-15                                     -1.577229e-01   
PhysHlth_16-20                                     -1.577229e-01   
PhysHlth_21-25                                     -1.577229e-01   
PhysHlth_26-30                                     -1.577229e-01   
Education_Never attended school or only kinderg... -3.115355e-01   
Education_Elementary                                3.318628e-02   
Education_Some high school                          3.318628e-02   
Education_High school graduate                      3.318628e-02   
Education_Some college or technical school          3.318628e-02   
Education_College graduate                          3.318628e-02   
Income_Less than $10,000                           -2.297830e-02   
Income_$10,000-$14,999                             -2.297830e-02   
Income_$15,000-$19,999                             -2.297830e-02   
Income_$20,000-$24,999                             -2.297830e-02   
Income_$25,000-$34,999                             -2.297830e-02   
Income_$35,000-$49,999                             -2.297830e-02   
Income_$50,000-$74,999                             -2.297830e-02   
Income_$75,000 or more                             -2.297830e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                            4.281171e-01   
Age_18-29                                          -0.000000e+00   
Age_30-49                                           4.280998e-01   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC54  \
HighBP                                              0.000000e+00   
HighChol                                           -2.081098e-17   
CholCheck                                          -5.070674e-17   
Smoker                                              1.919423e-17   
Stroke                                             -2.798842e-16   
HeartDiseaseorAttack                               -2.351064e-16   
PhysActivity                                       -7.081021e-17   
Fruits                                              1.867918e-17   
Veggies                                             7.314142e-17   
HvyAlcoholConsump                                   4.638706e-17   
AnyHealthcare                                       1.057932e-16   
NoDocbcCost                                         9.748778e-17   
DiffWalk                                            7.343337e-17   
BMI_Underweight                                    -4.316254e-01   
BMI_Healthy weight                                  4.498561e-01   
BMI_Overweight                                      2.336891e-01   
BMI_Class 1 Obesity                                 2.665009e-01   
BMI_Class 2 Obesity                                 4.081467e-02   
BMI_Class 3 Obesity                                -2.291487e-01   
GenHlth_Excellent                                   1.970768e-01   
GenHlth_Very good                                   1.970768e-01   
GenHlth_Good                                        1.970768e-01   
GenHlth_Fair                                        1.970768e-01   
GenHlth_Poor                                        1.970768e-01   
MentHlth_0                                          2.376370e-02   
MentHlth_1-5                                        2.376370e-02   
MentHlth_6-10                                       2.376370e-02   
MentHlth_11-15                                      2.376370e-02   
MentHlth_16-20                                      2.376370e-02   
MentHlth_21-25                                      2.376370e-02   
MentHlth_26-30                                      2.376370e-02   
PhysHlth_0                                         -8.848837e-02   
PhysHlth_1-5                                       -8.848837e-02   
PhysHlth_6-10                                      -8.848837e-02   
PhysHlth_11-15                                     -8.848837e-02   
PhysHlth_16-20                                     -8.848837e-02   
PhysHlth_21-25                                     -8.848837e-02   
PhysHlth_26-30                                     -8.848837e-02   
Education_Never attended school or only kinderg... -4.837513e-02   
Education_Elementary                               -1.281215e-01   
Education_Some high school                         -1.281215e-01   
Education_High school graduate                     -1.281215e-01   
Education_Some college or technical school         -1.281215e-01   
Education_College graduate                         -1.281215e-01   
Income_Less than $10,000                            5.481084e-02   
Income_$10,000-$14,999                              5.481084e-02   
Income_$15,000-$19,999                              5.481084e-02   
Income_$20,000-$24,999                              5.481084e-02   
Income_$25,000-$34,999                              5.481084e-02   
Income_$35,000-$49,999                              5.481084e-02   
Income_$50,000-$74,999                              5.481084e-02   
Income_$75,000 or more                              5.481084e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                           -1.872304e-01   
Age_18-29                                           0.000000e+00   
Age_30-49                                          -1.872305e-01   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC55  \
HighBP                                              0.000000e+00   
HighChol                                            4.162195e-17   
CholCheck                                           5.466222e-16   
Smoker                                              2.180067e-16   
Stroke                                             -7.025533e-16   
HeartDiseaseorAttack                                2.860931e-16   
PhysActivity                                       -4.351118e-17   
Fruits                                             -2.478936e-17   
Veggies                                            -4.228602e-17   
HvyAlcoholConsump                                  -5.926578e-16   
AnyHealthcare                                      -1.154537e-17   
NoDocbcCost                                         8.623247e-17   
DiffWalk                                            6.025277e-17   
BMI_Underweight                                    -1.738680e-01   
BMI_Healthy weight                                 -1.194738e-01   
BMI_Overweight                                     -1.120980e-01   
BMI_Class 1 Obesity                                 3.824000e-01   
BMI_Class 2 Obesity                                 1.146496e-01   
BMI_Class 3 Obesity                                 1.756972e-01   
GenHlth_Excellent                                  -5.217861e-02   
GenHlth_Very good                                  -5.217861e-02   
GenHlth_Good                                       -5.217861e-02   
GenHlth_Fair                                       -5.217861e-02   
GenHlth_Poor                                       -5.217861e-02   
MentHlth_0                                         -1.650896e-01   
MentHlth_1-5                                       -1.650896e-01   
MentHlth_6-10                                      -1.650896e-01   
MentHlth_11-15                                     -1.650896e-01   
MentHlth_16-20                                     -1.650896e-01   
MentHlth_21-25                                     -1.650896e-01   
MentHlth_26-30                                     -1.650896e-01   
PhysHlth_0                                         -1.506284e-01   
PhysHlth_1-5                                       -1.506284e-01   
PhysHlth_6-10                                      -1.506284e-01   
PhysHlth_11-15                                     -1.506284e-01   
PhysHlth_16-20                                     -1.506284e-01   
PhysHlth_21-25                                     -1.506284e-01   
PhysHlth_26-30                                     -1.506284e-01   
Education_Never attended school or only kinderg... -3.290341e-02   
Education_Elementary                                1.460826e-01   
Education_Some high school                          1.460826e-01   
Education_High school graduate                      1.460826e-01   
Education_Some college or technical school          1.460826e-01   
Education_College graduate                          1.460826e-01   
Income_Less than $10,000                            1.705278e-01   
Income_$10,000-$14,999                              1.705278e-01   
Income_$15,000-$19,999                              1.705278e-01   
Income_$20,000-$24,999                              1.705278e-01   
Income_$25,000-$34,999                              1.705278e-01   
Income_$35,000-$49,999                              1.705278e-01   
Income_$50,000-$74,999                              1.705278e-01   
Income_$75,000 or more                              1.705278e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            1.565994e-01   
Age_18-29                                           0.000000e+00   
Age_30-49                                           1.566011e-01   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC56  \
HighBP                                              1.006864e-16   
HighChol                                           -1.071511e-16   
CholCheck                                          -6.126952e-16   
Smoker                                              4.823355e-17   
Stroke                                              2.036357e-16   
HeartDiseaseorAttack                               -3.902737e-16   
PhysActivity                                        1.317764e-16   
Fruits                                             -1.337553e-16   
Veggies                                             9.491756e-17   
HvyAlcoholConsump                                  -3.193093e-16   
AnyHealthcare                                       4.853239e-16   
NoDocbcCost                                         1.292629e-16   
DiffWalk                                            1.793096e-16   
BMI_Underweight                                     1.954977e-03   
BMI_Healthy weight                                 -2.908856e-03   
BMI_Overweight                                     -4.525443e-03   
BMI_Class 1 Obesity                                -3.223608e-03   
BMI_Class 2 Obesity                                -4.833136e-03   
BMI_Class 3 Obesity                                -9.318463e-03   
GenHlth_Excellent                                  -9.561686e-02   
GenHlth_Very good                                  -9.561686e-02   
GenHlth_Good                                       -9.561686e-02   
GenHlth_Fair                                       -9.561686e-02   
GenHlth_Poor                                       -9.561686e-02   
MentHlth_0                                          2.063972e-01   
MentHlth_1-5                                        2.063972e-01   
MentHlth_6-10                                       2.063972e-01   
MentHlth_11-15                                      2.063972e-01   
MentHlth_16-20                                      2.063972e-01   
MentHlth_21-25                                      2.063972e-01   
MentHlth_26-30                                      2.063972e-01   
PhysHlth_0                                          1.168197e-01   
PhysHlth_1-5                                        1.168197e-01   
PhysHlth_6-10                                       1.168197e-01   
PhysHlth_11-15                                      1.168197e-01   
PhysHlth_16-20                                      1.168197e-01   
PhysHlth_21-25                                      1.168197e-01   
PhysHlth_26-30                                      1.168197e-01   
Education_Never attended school or only kinderg...  8.722612e-14   
Education_Elementary                               -2.465358e-02   
Education_Some high school                         -2.465358e-02   
Education_High school graduate                     -2.465358e-02   
Education_Some college or technical school         -2.465358e-02   
Education_College graduate                         -2.465358e-02   
Income_Less than $10,000                            2.639251e-01   
Income_$10,000-$14,999                              2.639251e-01   
Income_$15,000-$19,999                              2.639251e-01   
Income_$20,000-$24,999                              2.639251e-01   
Income_$25,000-$34,999                              2.639251e-01   
Income_$35,000-$49,999                              2.639251e-01   
Income_$50,000-$74,999                              2.639251e-01   
Income_$75,000 or more                              2.639251e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -7.627930e-03   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -7.627930e-03   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC57          PC58  
HighBP                                              0.000000e+00  0.000000e+00  
HighChol                                            1.170617e-16 -1.638864e-16  
CholCheck                                           1.110637e-16  2.138935e-16  
Smoker                                             -4.911787e-17  1.064892e-17  
Stroke                                              2.392908e-15 -9.409027e-16  
HeartDiseaseorAttack                               -1.058680e-16  4.344725e-16  
PhysActivity                                        1.426916e-17  1.293083e-17  
Fruits                                             -1.468832e-16  1.185878e-16  
Veggies                                             2.622865e-16 -2.276769e-16  
HvyAlcoholConsump                                  -4.789755e-17  5.462709e-16  
AnyHealthcare                                       3.096896e-17  6.603817e-17  
NoDocbcCost                                        -4.652389e-17  1.215852e-16  
DiffWalk                                            5.328598e-17 -1.334273e-16  
BMI_Underweight                                    -9.207785e-02 -2.780916e-01  
BMI_Healthy weight                                  3.906454e-03  1.434163e-01  
BMI_Overweight                                      2.265005e-01  6.568453e-01  
BMI_Class 1 Obesity                                 3.555813e-02 -1.143821e-01  
BMI_Class 2 Obesity                                 4.712864e-01 -7.584331e-03  
BMI_Class 3 Obesity                                 4.170551e-01  5.276898e-02  
GenHlth_Excellent                                   1.855150e-01 -2.788216e-01  
GenHlth_Very good                                   1.855150e-01 -2.788216e-01  
GenHlth_Good                                        1.855150e-01 -2.788216e-01  
GenHlth_Fair                                        1.855150e-01 -2.788216e-01  
GenHlth_Poor                                        1.855150e-01 -2.788216e-01  
MentHlth_0                                          1.183342e-01  2.641877e-02  
MentHlth_1-5                                        1.183342e-01  2.641877e-02  
MentHlth_6-10                                       1.183342e-01  2.641877e-02  
MentHlth_11-15                                      1.183342e-01  2.641877e-02  
MentHlth_16-20                                      1.183342e-01  2.641877e-02  
MentHlth_21-25                                      1.183342e-01  2.641877e-02  
MentHlth_26-30                                      1.183342e-01  2.641877e-02  
PhysHlth_0                                          6.222982e-02 -6.084039e-02  
PhysHlth_1-5                                        6.222982e-02 -6.084039e-02  
PhysHlth_6-10                                       6.222982e-02 -6.084039e-02  
PhysHlth_11-15                                      6.222982e-02 -6.084039e-02  
PhysHlth_16-20                                      6.222982e-02 -6.084039e-02  
PhysHlth_21-25                                      6.222982e-02 -6.084039e-02  
PhysHlth_26-30                                      6.222982e-02 -6.084039e-02  
Education_Never attended school or only kinderg... -2.832321e-02 -1.642913e-02  
Education_Elementary                                1.994938e-01  4.763264e-02  
Education_Some high school                          1.994938e-01  4.763264e-02  
Education_High school graduate                      1.994938e-01  4.763264e-02  
Education_Some college or technical school          1.994938e-01  4.763264e-02  
Education_College graduate                          1.994938e-01  4.763264e-02  
Income_Less than $10,000                           -4.701360e-02 -5.277743e-02  
Income_$10,000-$14,999                             -4.701360e-02 -5.277743e-02  
Income_$15,000-$19,999                             -4.701360e-02 -5.277743e-02  
Income_$20,000-$24,999                             -4.701360e-02 -5.277743e-02  
Income_$25,000-$34,999                             -4.701360e-02 -5.277743e-02  
Income_$35,000-$49,999                             -4.701360e-02 -5.277743e-02  
Income_$50,000-$74,999                             -4.701360e-02 -5.277743e-02  
Income_$75,000 or more                             -4.701360e-02 -5.277743e-02  
Sex_Female                                          0.000000e+00  0.000000e+00  
Sex_Male                                            1.187695e-01  2.572741e-02  
Age_18-29                                           0.000000e+00  0.000000e+00  
Age_30-49                                           1.187714e-01  2.572728e-02  
Age_50-64                                           0.000000e+00  0.000000e+00  
Age_65+                                             0.000000e+00  0.000000e+00  

[58 rows x 58 columns]

PCA Results for Subset_23:
        PC1       PC2       PC3       PC4       PC5       PC6       PC7  \
0  0.814954 -0.500161 -0.103350  0.382513 -0.681526  0.096472  0.547721   
1 -0.426767 -0.708045  0.100496 -0.047078 -1.005607  0.608347  0.826344   
2 -0.290861  0.613056  0.501202  0.065442  1.171695 -0.167705 -0.589051   
3 -0.066502 -0.294789 -0.518156 -0.083131 -0.448230 -1.285023 -0.514012   
4  0.873594  0.156482  0.208335 -0.428541  0.092076  0.144721 -0.438038   

        PC8       PC9      PC10  ...  PC49  PC50  PC51          PC52  \
0  0.450189 -0.307597 -0.723098  ...   0.0   0.0   0.0  1.110223e-16   
1 -0.313989  0.134481 -0.100117  ...   0.0   0.0   0.0  1.110223e-16   
2  0.659986  0.636271 -0.518417  ...   0.0   0.0   0.0  1.110223e-16   
3  0.643228  0.831392 -0.469942  ...   0.0   0.0   0.0  0.000000e+00   
4 -0.305626 -0.869910  0.020454  ...   0.0   0.0   0.0  5.551115e-17   

           PC53          PC54          PC55          PC56          PC57  \
0  0.000000e+00  1.110223e-16  1.110223e-16  4.440892e-16 -2.220446e-16   
1  2.220446e-16  2.220446e-16 -1.110223e-16 -1.110223e-16  2.220446e-16   
2  1.110223e-16  3.330669e-16  3.330669e-16  2.775558e-16  0.000000e+00   
3  0.000000e+00  0.000000e+00  1.110223e-16  1.665335e-16 -4.440892e-16   
4  0.000000e+00  1.110223e-16 -2.220446e-16 -5.551115e-17  0.000000e+00   

           PC58  
0  4.440892e-16  
1 -5.551115e-17  
2 -1.110223e-16  
3  3.330669e-16  
4 -5.551115e-17  

[5 rows x 58 columns]
No description has been provided for this image
For Subset_23, retain 25 components to explain 90% of the variance.


Explained Variance for Subset_24:
[1.13275662e-01 6.68032354e-02 6.15407415e-02 5.84027323e-02
 4.84498603e-02 4.74935465e-02 4.67993331e-02 4.14836014e-02
 3.85411991e-02 3.57040205e-02 3.28976080e-02 3.09297030e-02
 3.04756043e-02 2.81492770e-02 2.58532179e-02 2.38858241e-02
 2.24999773e-02 2.08325793e-02 1.93351539e-02 1.85478076e-02
 1.69244742e-02 1.64351303e-02 1.58276296e-02 1.48157365e-02
 1.46554680e-02 1.28383772e-02 1.22318104e-02 1.13208992e-02
 1.10529681e-02 9.74398497e-03 8.27229555e-03 7.73178371e-03
 6.66445289e-03 5.96883304e-03 5.74600632e-03 5.06739694e-03
 3.65711821e-03 3.43448011e-03 2.73831086e-03 2.67153071e-03
 3.00628302e-04 1.55731208e-17 7.16043543e-18 4.07198351e-18
 1.42057101e-18 5.45601293e-19 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00]

Cumulative Variance for Subset_24:
[0.11327566 0.1800789  0.24161964 0.30002237 0.34847223 0.39596578
 0.44276511 0.48424871 0.52278991 0.55849393 0.59139154 0.62232124
 0.65279685 0.68094612 0.70679934 0.73068517 0.75318514 0.77401772
 0.79335288 0.81190068 0.82882516 0.84526029 0.86108792 0.87590366
 0.89055912 0.9033975  0.91562931 0.92695021 0.93800318 0.94774716
 0.95601946 0.96375124 0.9704157  0.97638453 0.98213053 0.98719793
 0.99085505 0.99428953 0.99702784 0.99969937 1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.        ]

Loadings for Subset_24:
                                                             PC1  \
HighBP                                             -2.199121e-01   
HighChol                                           -2.008771e-01   
CholCheck                                          -3.162003e-03   
Smoker                                             -1.944010e-01   
Stroke                                             -3.607276e-02   
HeartDiseaseorAttack                               -4.935180e-02   
PhysActivity                                        1.780855e-01   
Fruits                                              7.558444e-02   
Veggies                                             7.377670e-02   
HvyAlcoholConsump                                  -3.563354e-03   
AnyHealthcare                                       5.784191e-02   
NoDocbcCost                                        -1.764309e-01   
DiffWalk                                           -3.669557e-01   
BMI_Underweight                                     1.654361e-24   
BMI_Healthy weight                                 -2.067952e-25   
BMI_Overweight                                     -2.584939e-26   
BMI_Class 1 Obesity                                -6.462349e-27   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                -1.514613e-28   
GenHlth_Excellent                                   4.310679e-02   
GenHlth_Very good                                   2.063232e-01   
GenHlth_Good                                        1.686588e-01   
GenHlth_Fair                                       -2.853650e-01   
GenHlth_Poor                                       -1.327238e-01   
MentHlth_0                                          3.069730e-01   
MentHlth_1-5                                        1.996634e-02   
MentHlth_6-10                                      -4.068567e-02   
MentHlth_11-15                                     -4.621428e-02   
MentHlth_16-20                                     -3.318321e-02   
MentHlth_21-25                                     -1.915489e-02   
MentHlth_26-30                                     -1.877013e-01   
PhysHlth_0                                          3.754978e-01   
PhysHlth_1-5                                        2.404391e-03   
PhysHlth_6-10                                      -4.467700e-02   
PhysHlth_11-15                                     -5.981889e-02   
PhysHlth_16-20                                     -4.649595e-02   
PhysHlth_21-25                                     -2.118874e-02   
PhysHlth_26-30                                     -2.057216e-01   
Education_Never attended school or only kinderg... -2.244284e-03   
Education_Elementary                               -8.172433e-03   
Education_Some high school                         -3.938426e-02   
Education_High school graduate                     -1.018004e-01   
Education_Some college or technical school         -1.132040e-01   
Education_College graduate                          2.648054e-01   
Income_Less than $10,000                           -9.548598e-02   
Income_$10,000-$14,999                             -7.826756e-02   
Income_$15,000-$19,999                             -6.213551e-02   
Income_$20,000-$24,999                             -4.890217e-02   
Income_$25,000-$34,999                             -1.409457e-02   
Income_$35,000-$49,999                              3.324669e-02   
Income_$50,000-$74,999                              7.725269e-02   
Income_$75,000 or more                              1.883864e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC2  \
HighBP                                             -5.121148e-02   
HighChol                                            4.780871e-02   
CholCheck                                           7.746103e-03   
Smoker                                             -1.120210e-01   
Stroke                                             -5.195681e-03   
HeartDiseaseorAttack                               -3.246187e-03   
PhysActivity                                        1.326612e-01   
Fruits                                              1.364480e-01   
Veggies                                             1.183897e-01   
HvyAlcoholConsump                                   2.249305e-03   
AnyHealthcare                                       4.357398e-02   
NoDocbcCost                                        -4.110262e-03   
DiffWalk                                           -2.158775e-02   
BMI_Underweight                                    -8.673617e-19   
BMI_Healthy weight                                 -4.336809e-19   
BMI_Overweight                                      3.252607e-19   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                -1.694066e-21   
GenHlth_Excellent                                  -2.905584e-02   
GenHlth_Very good                                   3.311864e-02   
GenHlth_Good                                       -6.548591e-02   
GenHlth_Fair                                        7.006466e-02   
GenHlth_Poor                                       -8.641546e-03   
MentHlth_0                                         -3.902137e-01   
MentHlth_1-5                                        3.292919e-01   
MentHlth_6-10                                       2.310323e-02   
MentHlth_11-15                                      2.457686e-02   
MentHlth_16-20                                      1.291359e-02   
MentHlth_21-25                                      3.302799e-03   
MentHlth_26-30                                     -2.974738e-03   
PhysHlth_0                                         -4.113190e-01   
PhysHlth_1-5                                        3.935133e-01   
PhysHlth_6-10                                       1.919884e-02   
PhysHlth_11-15                                      8.282848e-03   
PhysHlth_16-20                                      9.809361e-03   
PhysHlth_21-25                                     -9.288059e-04   
PhysHlth_26-30                                     -1.855647e-02   
Education_Never attended school or only kinderg...  6.567812e-04   
Education_Elementary                               -8.357601e-03   
Education_Some high school                         -2.901570e-02   
Education_High school graduate                     -2.389627e-01   
Education_Some college or technical school         -1.653484e-01   
Education_College graduate                          4.410276e-01   
Income_Less than $10,000                           -4.522492e-02   
Income_$10,000-$14,999                             -2.313944e-02   
Income_$15,000-$19,999                             -5.796017e-02   
Income_$20,000-$24,999                             -4.130259e-02   
Income_$25,000-$34,999                             -5.257732e-02   
Income_$35,000-$49,999                             -2.390178e-02   
Income_$50,000-$74,999                              4.776601e-02   
Income_$75,000 or more                              1.963402e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC3  \
HighBP                                             -1.385814e-02   
HighChol                                           -5.085173e-02   
CholCheck                                          -5.708495e-03   
Smoker                                              1.140072e-01   
Stroke                                             -1.387286e-02   
HeartDiseaseorAttack                               -1.002377e-02   
PhysActivity                                        1.474118e-01   
Fruits                                              1.988181e-02   
Veggies                                             7.706904e-02   
HvyAlcoholConsump                                   1.099367e-02   
AnyHealthcare                                      -6.892072e-03   
NoDocbcCost                                         3.969930e-02   
DiffWalk                                           -8.607114e-02   
BMI_Underweight                                     5.551115e-17   
BMI_Healthy weight                                 -2.775558e-17   
BMI_Overweight                                     -6.938894e-18   
BMI_Class 1 Obesity                                 1.734723e-18   
BMI_Class 2 Obesity                                 4.336809e-19   
BMI_Class 3 Obesity                                -2.168404e-19   
GenHlth_Excellent                                  -4.920735e-02   
GenHlth_Very good                                  -2.433180e-01   
GenHlth_Good                                        5.640126e-01   
GenHlth_Fair                                       -2.140383e-01   
GenHlth_Poor                                       -5.744899e-02   
MentHlth_0                                         -1.425879e-01   
MentHlth_1-5                                        1.591070e-01   
MentHlth_6-10                                       1.299121e-02   
MentHlth_11-15                                     -1.166991e-03   
MentHlth_16-20                                     -4.405276e-03   
MentHlth_21-25                                     -3.529990e-03   
MentHlth_26-30                                     -2.040805e-02   
PhysHlth_0                                         -7.372100e-02   
PhysHlth_1-5                                        1.828985e-01   
PhysHlth_6-10                                       3.491454e-03   
PhysHlth_11-15                                     -3.702561e-03   
PhysHlth_16-20                                     -1.662400e-02   
PhysHlth_21-25                                     -8.130040e-03   
PhysHlth_26-30                                     -8.421234e-02   
Education_Never attended school or only kinderg... -1.151118e-03   
Education_Elementary                               -1.000361e-02   
Education_Some high school                         -2.786012e-02   
Education_High school graduate                     -2.184243e-01   
Education_Some college or technical school          5.320897e-01   
Education_College graduate                         -2.746506e-01   
Income_Less than $10,000                           -3.395190e-02   
Income_$10,000-$14,999                             -1.641987e-02   
Income_$15,000-$19,999                             -1.981493e-02   
Income_$20,000-$24,999                             -2.228079e-03   
Income_$25,000-$34,999                              5.094579e-02   
Income_$35,000-$49,999                              8.404764e-02   
Income_$50,000-$74,999                              1.690233e-02   
Income_$75,000 or more                             -7.948099e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC4  \
HighBP                                              1.633746e-01   
HighChol                                            1.851896e-01   
CholCheck                                           1.378460e-03   
Smoker                                              5.256123e-03   
Stroke                                              4.007982e-03   
HeartDiseaseorAttack                                1.553784e-03   
PhysActivity                                       -2.022440e-01   
Fruits                                             -3.762086e-01   
Veggies                                            -2.433507e-01   
HvyAlcoholConsump                                   6.238032e-03   
AnyHealthcare                                       9.703844e-03   
NoDocbcCost                                        -6.296033e-02   
DiffWalk                                           -3.888674e-02   
BMI_Underweight                                    -6.938894e-18   
BMI_Healthy weight                                 -3.469447e-18   
BMI_Overweight                                     -0.000000e+00   
BMI_Class 1 Obesity                                -0.000000e+00   
BMI_Class 2 Obesity                                 1.084202e-19   
BMI_Class 3 Obesity                                -1.084202e-19   
GenHlth_Excellent                                  -3.147765e-02   
GenHlth_Very good                                  -2.805299e-01   
GenHlth_Good                                        4.809618e-01   
GenHlth_Fair                                       -1.553035e-01   
GenHlth_Poor                                       -1.365075e-02   
MentHlth_0                                         -5.803542e-02   
MentHlth_1-5                                        8.244758e-02   
MentHlth_6-10                                       9.937045e-03   
MentHlth_11-15                                      8.398739e-03   
MentHlth_16-20                                     -1.691070e-03   
MentHlth_21-25                                     -2.892405e-03   
MentHlth_26-30                                     -3.816447e-02   
PhysHlth_0                                         -4.588338e-03   
PhysHlth_1-5                                        8.870451e-02   
PhysHlth_6-10                                       1.183878e-02   
PhysHlth_11-15                                     -4.033812e-03   
PhysHlth_16-20                                     -9.877391e-03   
PhysHlth_21-25                                     -9.179618e-04   
PhysHlth_26-30                                     -8.112579e-02   
Education_Never attended school or only kinderg...  7.850032e-04   
Education_Elementary                                5.292337e-04   
Education_Some high school                          2.435224e-02   
Education_High school graduate                      2.967294e-01   
Education_Some college or technical school         -4.678790e-01   
Education_College graduate                          1.454831e-01   
Income_Less than $10,000                            2.165551e-02   
Income_$10,000-$14,999                             -5.450692e-03   
Income_$15,000-$19,999                              8.659031e-03   
Income_$20,000-$24,999                             -1.647034e-02   
Income_$25,000-$34,999                              7.960828e-03   
Income_$35,000-$49,999                              1.416591e-03   
Income_$50,000-$74,999                             -1.473381e-02   
Income_$75,000 or more                             -3.037118e-03   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC5  \
HighBP                                              4.012958e-01   
HighChol                                            2.781816e-01   
CholCheck                                           2.618542e-02   
Smoker                                             -7.776953e-02   
Stroke                                              1.241591e-02   
HeartDiseaseorAttack                                3.134037e-02   
PhysActivity                                        2.392258e-01   
Fruits                                              4.761050e-01   
Veggies                                             1.994112e-01   
HvyAlcoholConsump                                  -1.841476e-02   
AnyHealthcare                                       6.004346e-02   
NoDocbcCost                                        -5.263430e-02   
DiffWalk                                            1.049189e-01   
BMI_Underweight                                    -5.551115e-17   
BMI_Healthy weight                                  5.551115e-17   
BMI_Overweight                                      2.775558e-17   
BMI_Class 1 Obesity                                 4.163336e-17   
BMI_Class 2 Obesity                                -1.387779e-17   
BMI_Class 3 Obesity                                 2.775558e-17   
GenHlth_Excellent                                  -1.004302e-04   
GenHlth_Very good                                  -2.063442e-01   
GenHlth_Good                                        1.599459e-01   
GenHlth_Fair                                       -4.326643e-03   
GenHlth_Poor                                        5.082533e-02   
MentHlth_0                                         -1.526436e-01   
MentHlth_1-5                                        1.034916e-01   
MentHlth_6-10                                      -5.184290e-03   
MentHlth_11-15                                      1.530263e-02   
MentHlth_16-20                                     -3.175829e-03   
MentHlth_21-25                                     -1.208291e-03   
MentHlth_26-30                                      4.341781e-02   
PhysHlth_0                                          2.850086e-01   
PhysHlth_1-5                                       -4.282559e-01   
PhysHlth_6-10                                       1.460304e-02   
PhysHlth_11-15                                      2.308492e-02   
PhysHlth_16-20                                      1.895812e-02   
PhysHlth_21-25                                      9.632599e-03   
PhysHlth_26-30                                      7.696860e-02   
Education_Never attended school or only kinderg...  2.300345e-04   
Education_Elementary                                2.155558e-03   
Education_Some high school                          1.643974e-02   
Education_High school graduate                     -3.953341e-02   
Education_Some college or technical school         -1.013447e-01   
Education_College graduate                          1.220528e-01   
Income_Less than $10,000                            1.582130e-02   
Income_$10,000-$14,999                              1.771305e-02   
Income_$15,000-$19,999                              1.796070e-02   
Income_$20,000-$24,999                             -3.223283e-02   
Income_$25,000-$34,999                             -6.010931e-03   
Income_$35,000-$49,999                             -5.337631e-02   
Income_$50,000-$74,999                             -2.371689e-03   
Income_$75,000 or more                              4.249671e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC6  \
HighBP                                              3.451811e-01   
HighChol                                            9.171334e-02   
CholCheck                                           1.237581e-02   
Smoker                                             -1.653920e-01   
Stroke                                              1.462972e-03   
HeartDiseaseorAttack                                3.018934e-02   
PhysActivity                                       -6.797403e-02   
Fruits                                              1.599706e-01   
Veggies                                             2.915078e-02   
HvyAlcoholConsump                                  -2.306048e-02   
AnyHealthcare                                       1.292838e-02   
NoDocbcCost                                        -1.868249e-02   
DiffWalk                                            5.461185e-02   
BMI_Underweight                                     2.775558e-17   
BMI_Healthy weight                                 -2.775558e-17   
BMI_Overweight                                     -8.326673e-17   
BMI_Class 1 Obesity                                -8.326673e-17   
BMI_Class 2 Obesity                                -0.000000e+00   
BMI_Class 3 Obesity                                -5.551115e-17   
GenHlth_Excellent                                  -1.171323e-02   
GenHlth_Very good                                  -1.543549e-01   
GenHlth_Good                                        1.191172e-01   
GenHlth_Fair                                        2.146020e-02   
GenHlth_Poor                                        2.549073e-02   
MentHlth_0                                          5.548414e-01   
MentHlth_1-5                                       -4.497909e-01   
MentHlth_6-10                                      -4.809064e-02   
MentHlth_11-15                                     -1.449374e-02   
MentHlth_16-20                                     -8.453823e-03   
MentHlth_21-25                                     -4.225310e-04   
MentHlth_26-30                                     -3.358979e-02   
PhysHlth_0                                         -3.269582e-01   
PhysHlth_1-5                                        2.538449e-01   
PhysHlth_6-10                                       1.674669e-02   
PhysHlth_11-15                                      2.744328e-03   
PhysHlth_16-20                                     -4.257272e-03   
PhysHlth_21-25                                      1.249053e-03   
PhysHlth_26-30                                      5.663044e-02   
Education_Never attended school or only kinderg...  1.140433e-03   
Education_Elementary                                7.977515e-03   
Education_Some high school                          1.334557e-02   
Education_High school graduate                     -2.243897e-01   
Education_Some college or technical school          4.744215e-02   
Education_College graduate                          1.544840e-01   
Income_Less than $10,000                            1.660062e-02   
Income_$10,000-$14,999                              4.016214e-03   
Income_$15,000-$19,999                             -2.724013e-02   
Income_$20,000-$24,999                              1.638456e-02   
Income_$25,000-$34,999                             -1.550442e-02   
Income_$35,000-$49,999                             -3.337737e-02   
Income_$50,000-$74,999                             -3.846865e-04   
Income_$75,000 or more                              3.950522e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC7  \
HighBP                                             -2.459210e-01   
HighChol                                           -2.564478e-01   
CholCheck                                          -1.743301e-02   
Smoker                                              1.634182e-01   
Stroke                                              8.502559e-03   
HeartDiseaseorAttack                               -5.790442e-03   
PhysActivity                                        2.159787e-01   
Fruits                                              4.856911e-01   
Veggies                                             1.874529e-01   
HvyAlcoholConsump                                   2.281575e-04   
AnyHealthcare                                      -8.067192e-02   
NoDocbcCost                                         1.165531e-01   
DiffWalk                                           -3.484596e-02   
BMI_Underweight                                    -5.551115e-17   
BMI_Healthy weight                                  2.775558e-17   
BMI_Overweight                                      2.775558e-17   
BMI_Class 1 Obesity                                -4.857226e-17   
BMI_Class 2 Obesity                                -0.000000e+00   
BMI_Class 3 Obesity                                -2.220446e-16   
GenHlth_Excellent                                   3.479621e-02   
GenHlth_Very good                                  -1.182463e-01   
GenHlth_Good                                        1.221444e-01   
GenHlth_Fair                                       -5.233214e-04   
GenHlth_Poor                                       -3.817103e-02   
MentHlth_0                                          5.992804e-02   
MentHlth_1-5                                       -1.241967e-01   
MentHlth_6-10                                       4.767207e-03   
MentHlth_11-15                                      3.198858e-02   
MentHlth_16-20                                      2.294606e-03   
MentHlth_21-25                                     -5.376893e-03   
MentHlth_26-30                                      3.059514e-02   
PhysHlth_0                                         -1.853381e-01   
PhysHlth_1-5                                        1.838333e-01   
PhysHlth_6-10                                       1.164507e-02   
PhysHlth_11-15                                      9.444538e-03   
PhysHlth_16-20                                      3.999717e-03   
PhysHlth_21-25                                      1.511914e-03   
PhysHlth_26-30                                     -2.509641e-02   
Education_Never attended school or only kinderg... -1.251672e-03   
Education_Elementary                                2.086064e-03   
Education_Some high school                         -1.251058e-02   
Education_High school graduate                      4.712914e-01   
Education_Some college or technical school         -3.172047e-01   
Education_College graduate                         -1.424105e-01   
Income_Less than $10,000                            2.603885e-02   
Income_$10,000-$14,999                              3.948129e-02   
Income_$15,000-$19,999                              7.122930e-02   
Income_$20,000-$24,999                              1.845992e-02   
Income_$25,000-$34,999                              4.175958e-02   
Income_$35,000-$49,999                              2.423142e-02   
Income_$50,000-$74,999                             -4.575514e-02   
Income_$75,000 or more                             -1.754452e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC8  \
HighBP                                             -3.446442e-01   
HighChol                                           -8.411932e-02   
CholCheck                                          -2.219016e-02   
Smoker                                              5.574362e-01   
Stroke                                              4.839136e-03   
HeartDiseaseorAttack                                1.673995e-02   
PhysActivity                                       -2.017279e-01   
Fruits                                              2.725380e-02   
Veggies                                             7.991829e-02   
HvyAlcoholConsump                                   2.114902e-02   
AnyHealthcare                                       3.794792e-02   
NoDocbcCost                                        -1.206346e-02   
DiffWalk                                            2.257016e-01   
BMI_Underweight                                     5.551115e-17   
BMI_Healthy weight                                  5.551115e-17   
BMI_Overweight                                     -2.220446e-16   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                 6.938894e-18   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                   1.241398e-02   
GenHlth_Very good                                  -7.664869e-02   
GenHlth_Good                                        1.434585e-01   
GenHlth_Fair                                       -2.350205e-01   
GenHlth_Poor                                        1.557968e-01   
MentHlth_0                                          2.779742e-03   
MentHlth_1-5                                       -2.017781e-01   
MentHlth_6-10                                       1.222286e-02   
MentHlth_11-15                                      4.888582e-03   
MentHlth_16-20                                     -3.864034e-04   
MentHlth_21-25                                      2.061692e-04   
MentHlth_26-30                                      1.820672e-01   
PhysHlth_0                                         -2.962017e-03   
PhysHlth_1-5                                       -2.030824e-01   
PhysHlth_6-10                                       9.915778e-03   
PhysHlth_11-15                                     -3.081543e-03   
PhysHlth_16-20                                      1.206782e-02   
PhysHlth_21-25                                      7.738424e-03   
PhysHlth_26-30                                      1.794039e-01   
Education_Never attended school or only kinderg... -6.603285e-04   
Education_Elementary                               -4.106216e-03   
Education_Some high school                          1.839719e-02   
Education_High school graduate                     -2.563017e-01   
Education_Some college or technical school         -6.174364e-02   
Education_College graduate                          3.044147e-01   
Income_Less than $10,000                            1.813320e-03   
Income_$10,000-$14,999                              1.196568e-02   
Income_$15,000-$19,999                             -5.511508e-02   
Income_$20,000-$24,999                             -2.305393e-03   
Income_$25,000-$34,999                             -4.497252e-02   
Income_$35,000-$49,999                             -3.825884e-02   
Income_$50,000-$74,999                             -6.036401e-02   
Income_$75,000 or more                              1.872368e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC9  \
HighBP                                              2.784713e-01   
HighChol                                            3.379231e-01   
CholCheck                                           1.944067e-02   
Smoker                                              6.375365e-01   
Stroke                                              5.498862e-03   
HeartDiseaseorAttack                                1.070629e-02   
PhysActivity                                        4.284877e-01   
Fruits                                             -1.614604e-01   
Veggies                                             5.433811e-02   
HvyAlcoholConsump                                   3.016690e-02   
AnyHealthcare                                       3.462352e-02   
NoDocbcCost                                        -4.249387e-02   
DiffWalk                                           -1.787198e-01   
BMI_Underweight                                     1.387779e-16   
BMI_Healthy weight                                  1.387779e-16   
BMI_Overweight                                     -2.775558e-16   
BMI_Class 1 Obesity                                -5.551115e-17   
BMI_Class 2 Obesity                                 1.387779e-17   
BMI_Class 3 Obesity                                 1.387779e-17   
GenHlth_Excellent                                  -2.757497e-02   
GenHlth_Very good                                   2.422049e-01   
GenHlth_Good                                       -1.325626e-01   
GenHlth_Fair                                       -2.326869e-02   
GenHlth_Poor                                       -5.879866e-02   
MentHlth_0                                          1.112739e-01   
MentHlth_1-5                                       -2.892269e-02   
MentHlth_6-10                                      -4.347499e-03   
MentHlth_11-15                                      2.282482e-04   
MentHlth_16-20                                     -7.397885e-03   
MentHlth_21-25                                     -4.950261e-03   
MentHlth_26-30                                     -6.588377e-02   
PhysHlth_0                                         -2.381092e-02   
PhysHlth_1-5                                        1.445209e-01   
PhysHlth_6-10                                       3.592420e-03   
PhysHlth_11-15                                     -8.835318e-03   
PhysHlth_16-20                                     -8.882408e-03   
PhysHlth_21-25                                      2.546994e-03   
PhysHlth_26-30                                     -1.091316e-01   
Education_Never attended school or only kinderg... -4.255337e-03   
Education_Elementary                               -1.298604e-02   
Education_Some high school                         -4.906930e-03   
Education_High school graduate                      7.951449e-02   
Education_Some college or technical school         -2.317297e-02   
Education_College graduate                         -3.419322e-02   
Income_Less than $10,000                           -2.325969e-02   
Income_$10,000-$14,999                             -2.534804e-02   
Income_$15,000-$19,999                             -5.092683e-02   
Income_$20,000-$24,999                              1.036865e-02   
Income_$25,000-$34,999                             -3.291416e-03   
Income_$35,000-$49,999                              1.918641e-02   
Income_$50,000-$74,999                             -1.546007e-02   
Income_$75,000 or more                              8.873099e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC10  ...  PC49  \
HighBP                                             -7.846256e-03  ...   0.0   
HighChol                                           -2.873240e-01  ...   0.0   
CholCheck                                          -2.616986e-02  ...   0.0   
Smoker                                              3.826141e-02  ...   0.0   
Stroke                                             -8.093196e-03  ...   0.0   
HeartDiseaseorAttack                               -1.133804e-02  ...   0.0   
PhysActivity                                        4.124950e-01  ...   0.0   
Fruits                                             -3.228034e-01  ...   0.0   
Veggies                                            -1.100405e-02  ...   0.0   
HvyAlcoholConsump                                   1.819721e-02  ...   0.0   
AnyHealthcare                                      -1.591424e-01  ...   0.0   
NoDocbcCost                                         3.321109e-01  ...   0.0   
DiffWalk                                            2.090026e-02  ...   0.0   
BMI_Underweight                                     1.310258e-16  ...   0.0   
BMI_Healthy weight                                  1.387779e-16  ...   0.0   
BMI_Overweight                                      6.418477e-17  ...   0.0   
BMI_Class 1 Obesity                                 1.040834e-17  ...   0.0   
BMI_Class 2 Obesity                                -9.020562e-17  ...   0.0   
BMI_Class 3 Obesity                                -5.204170e-17  ...   0.0   
GenHlth_Excellent                                   3.846837e-02  ...   0.0   
GenHlth_Very good                                  -3.144489e-01  ...   0.0   
GenHlth_Good                                        3.338423e-02  ...   0.0   
GenHlth_Fair                                        3.962949e-01  ...   0.0   
GenHlth_Poor                                       -1.536986e-01  ...   0.0   
MentHlth_0                                          2.245766e-02  ...   0.0   
MentHlth_1-5                                       -1.222855e-01  ...   0.0   
MentHlth_6-10                                       5.545877e-02  ...   0.0   
MentHlth_11-15                                      2.597907e-02  ...   0.0   
MentHlth_16-20                                      2.711787e-02  ...   0.0   
MentHlth_21-25                                      5.051710e-03  ...   0.0   
MentHlth_26-30                                     -1.377955e-02  ...   0.0   
PhysHlth_0                                          1.076059e-01  ...   0.0   
PhysHlth_1-5                                       -1.401424e-01  ...   0.0   
PhysHlth_6-10                                       5.101847e-02  ...   0.0   
PhysHlth_11-15                                      3.630394e-02  ...   0.0   
PhysHlth_16-20                                      2.309624e-02  ...   0.0   
PhysHlth_21-25                                     -4.089663e-03  ...   0.0   
PhysHlth_26-30                                     -7.379248e-02  ...   0.0   
Education_Never attended school or only kinderg... -1.220253e-03  ...   0.0   
Education_Elementary                                1.623847e-02  ...   0.0   
Education_Some high school                          4.609622e-02  ...   0.0   
Education_High school graduate                     -2.161819e-01  ...   0.0   
Education_Some college or technical school         -8.711585e-02  ...   0.0   
Education_College graduate                          2.421833e-01  ...   0.0   
Income_Less than $10,000                           -2.612325e-02  ...   0.0   
Income_$10,000-$14,999                             -2.584471e-03  ...   0.0   
Income_$15,000-$19,999                              3.030107e-02  ...   0.0   
Income_$20,000-$24,999                              6.475034e-02  ...   0.0   
Income_$25,000-$34,999                             -3.699608e-02  ...   0.0   
Income_$35,000-$49,999                              9.084045e-03  ...   0.0   
Income_$50,000-$74,999                              1.174904e-01  ...   0.0   
Income_$75,000 or more                             -1.559221e-01  ...   0.0   
Sex_Female                                          0.000000e+00  ...   0.0   
Sex_Male                                            0.000000e+00  ...   0.0   
Age_18-29                                           0.000000e+00  ...   0.0   
Age_30-49                                           0.000000e+00  ...   1.0   
Age_50-64                                           0.000000e+00  ...   0.0   
Age_65+                                             0.000000e+00  ...   0.0   

                                                    PC50  PC51  PC52  \
HighBP                                               0.0   0.0   0.0   
HighChol                                             0.0   0.0   0.0   
CholCheck                                            0.0   0.0   0.0   
Smoker                                               0.0   0.0   0.0   
Stroke                                               0.0   0.0   0.0   
HeartDiseaseorAttack                                 0.0   0.0   0.0   
PhysActivity                                         0.0   0.0   0.0   
Fruits                                               0.0   0.0   0.0   
Veggies                                              0.0   0.0   0.0   
HvyAlcoholConsump                                    0.0   0.0   0.0   
AnyHealthcare                                        0.0   0.0   0.0   
NoDocbcCost                                          0.0   0.0   0.0   
DiffWalk                                             0.0   0.0   0.0   
BMI_Underweight                                      0.0   0.0   0.0   
BMI_Healthy weight                                   0.0   0.0   0.0   
BMI_Overweight                                       0.0   0.0   0.0   
BMI_Class 1 Obesity                                  0.0   0.0   0.0   
BMI_Class 2 Obesity                                  0.0   0.0   0.0   
BMI_Class 3 Obesity                                  0.0   0.0   0.0   
GenHlth_Excellent                                    0.0   0.0   0.0   
GenHlth_Very good                                    0.0   0.0   0.0   
GenHlth_Good                                         0.0   0.0   0.0   
GenHlth_Fair                                         0.0   0.0   0.0   
GenHlth_Poor                                         0.0   0.0   0.0   
MentHlth_0                                           0.0   0.0   0.0   
MentHlth_1-5                                         0.0   0.0   0.0   
MentHlth_6-10                                        0.0   0.0   0.0   
MentHlth_11-15                                       0.0   0.0   0.0   
MentHlth_16-20                                       0.0   0.0   0.0   
MentHlth_21-25                                       0.0   0.0   0.0   
MentHlth_26-30                                       0.0   0.0   0.0   
PhysHlth_0                                           0.0   0.0   0.0   
PhysHlth_1-5                                         0.0   0.0   0.0   
PhysHlth_6-10                                        0.0   0.0   0.0   
PhysHlth_11-15                                       0.0   0.0   0.0   
PhysHlth_16-20                                       0.0   0.0   0.0   
PhysHlth_21-25                                       0.0   0.0   0.0   
PhysHlth_26-30                                       0.0   0.0   0.0   
Education_Never attended school or only kinderg...   0.0   0.0   0.0   
Education_Elementary                                 0.0   0.0   0.0   
Education_Some high school                           0.0   0.0   0.0   
Education_High school graduate                       0.0   0.0   0.0   
Education_Some college or technical school           0.0   0.0   0.0   
Education_College graduate                           0.0   0.0   0.0   
Income_Less than $10,000                             0.0   0.0   0.0   
Income_$10,000-$14,999                               0.0   0.0   0.0   
Income_$15,000-$19,999                               0.0   0.0   0.0   
Income_$20,000-$24,999                               0.0   0.0   0.0   
Income_$25,000-$34,999                               0.0   0.0   0.0   
Income_$35,000-$49,999                               0.0   0.0   0.0   
Income_$50,000-$74,999                               0.0   0.0   0.0   
Income_$75,000 or more                               0.0   0.0   0.0   
Sex_Female                                           0.0   0.0   1.0   
Sex_Male                                             0.0   1.0   0.0   
Age_18-29                                            1.0   0.0   0.0   
Age_30-49                                            0.0   0.0   0.0   
Age_50-64                                            0.0   0.0   0.0   
Age_65+                                              0.0   0.0   0.0   

                                                            PC53  \
HighBP                                              0.000000e+00   
HighChol                                           -1.021266e-17   
CholCheck                                           3.102298e-16   
Smoker                                             -1.381313e-18   
Stroke                                             -2.750590e-17   
HeartDiseaseorAttack                                3.645107e-17   
PhysActivity                                       -7.207148e-17   
Fruits                                             -1.073245e-16   
Veggies                                             1.759832e-17   
HvyAlcoholConsump                                  -3.232359e-16   
AnyHealthcare                                       1.954474e-16   
NoDocbcCost                                         2.575015e-16   
DiffWalk                                            4.763177e-17   
BMI_Underweight                                    -2.955866e-01   
BMI_Healthy weight                                 -2.530935e-01   
BMI_Overweight                                      4.481251e-01   
BMI_Class 1 Obesity                                -2.123894e-01   
BMI_Class 2 Obesity                                 1.218774e-01   
BMI_Class 3 Obesity                                -2.270098e-01   
GenHlth_Excellent                                  -1.838171e-02   
GenHlth_Very good                                  -1.838171e-02   
GenHlth_Good                                       -1.838171e-02   
GenHlth_Fair                                       -1.838171e-02   
GenHlth_Poor                                       -1.838171e-02   
MentHlth_0                                          8.537776e-02   
MentHlth_1-5                                        8.537776e-02   
MentHlth_6-10                                       8.537776e-02   
MentHlth_11-15                                      8.537776e-02   
MentHlth_16-20                                      8.537776e-02   
MentHlth_21-25                                      8.537776e-02   
MentHlth_26-30                                      8.537776e-02   
PhysHlth_0                                         -1.692796e-01   
PhysHlth_1-5                                       -1.692796e-01   
PhysHlth_6-10                                      -1.692796e-01   
PhysHlth_11-15                                     -1.692796e-01   
PhysHlth_16-20                                     -1.692796e-01   
PhysHlth_21-25                                     -1.692796e-01   
PhysHlth_26-30                                     -1.692796e-01   
Education_Never attended school or only kinderg... -2.047738e-01   
Education_Elementary                               -2.047738e-01   
Education_Some high school                         -2.047738e-01   
Education_High school graduate                     -2.047738e-01   
Education_Some college or technical school         -2.047738e-01   
Education_College graduate                         -2.047738e-01   
Income_Less than $10,000                            6.261133e-02   
Income_$10,000-$14,999                              6.261133e-02   
Income_$15,000-$19,999                              6.261133e-02   
Income_$20,000-$24,999                              6.261133e-02   
Income_$25,000-$34,999                              6.261133e-02   
Income_$35,000-$49,999                              6.261133e-02   
Income_$50,000-$74,999                              6.261133e-02   
Income_$75,000 or more                              6.261133e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC54  \
HighBP                                             -0.000000e+00   
HighChol                                            3.063797e-17   
CholCheck                                           5.153075e-16   
Smoker                                              4.023325e-18   
Stroke                                             -5.861900e-17   
HeartDiseaseorAttack                               -1.247051e-16   
PhysActivity                                       -7.320861e-17   
Fruits                                              5.053739e-17   
Veggies                                            -1.999292e-17   
HvyAlcoholConsump                                   1.362855e-16   
AnyHealthcare                                      -1.220860e-16   
NoDocbcCost                                        -9.408619e-17   
DiffWalk                                           -3.266953e-17   
BMI_Underweight                                     9.030912e-02   
BMI_Healthy weight                                  2.074745e-01   
BMI_Overweight                                      5.326762e-01   
BMI_Class 1 Obesity                                 2.408881e-01   
BMI_Class 2 Obesity                                 4.058640e-01   
BMI_Class 3 Obesity                                 3.505147e-01   
GenHlth_Excellent                                   1.433689e-01   
GenHlth_Very good                                   1.433689e-01   
GenHlth_Good                                        1.433689e-01   
GenHlth_Fair                                        1.433689e-01   
GenHlth_Poor                                        1.433689e-01   
MentHlth_0                                         -8.983285e-02   
MentHlth_1-5                                       -8.983285e-02   
MentHlth_6-10                                      -8.983285e-02   
MentHlth_11-15                                     -8.983285e-02   
MentHlth_16-20                                     -8.983285e-02   
MentHlth_21-25                                     -8.983285e-02   
MentHlth_26-30                                     -8.983285e-02   
PhysHlth_0                                         -7.549956e-02   
PhysHlth_1-5                                       -7.549956e-02   
PhysHlth_6-10                                      -7.549956e-02   
PhysHlth_11-15                                     -7.549956e-02   
PhysHlth_16-20                                     -7.549956e-02   
PhysHlth_21-25                                     -7.549956e-02   
PhysHlth_26-30                                     -7.549956e-02   
Education_Never attended school or only kinderg...  3.350033e-02   
Education_Elementary                                3.350033e-02   
Education_Some high school                          3.350033e-02   
Education_High school graduate                      3.350033e-02   
Education_Some college or technical school          3.350033e-02   
Education_College graduate                          3.350033e-02   
Income_Less than $10,000                           -1.191342e-01   
Income_$10,000-$14,999                             -1.191342e-01   
Income_$15,000-$19,999                             -1.191342e-01   
Income_$20,000-$24,999                             -1.191342e-01   
Income_$25,000-$34,999                             -1.191342e-01   
Income_$35,000-$49,999                             -1.191342e-01   
Income_$50,000-$74,999                             -1.191342e-01   
Income_$75,000 or more                             -1.191342e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC55  \
HighBP                                             -0.000000e+00   
HighChol                                           -6.127593e-17   
CholCheck                                          -9.765591e-16   
Smoker                                             -1.355796e-16   
Stroke                                             -2.482915e-16   
HeartDiseaseorAttack                               -1.066628e-16   
PhysActivity                                       -1.675956e-17   
Fruits                                              1.187647e-16   
Veggies                                             1.575046e-16   
HvyAlcoholConsump                                   2.936870e-16   
AnyHealthcare                                       2.149385e-16   
NoDocbcCost                                        -3.413049e-17   
DiffWalk                                            1.221509e-16   
BMI_Underweight                                     1.817273e-01   
BMI_Healthy weight                                 -3.795276e-01   
BMI_Overweight                                      1.293815e-01   
BMI_Class 1 Obesity                                -1.201757e-01   
BMI_Class 2 Obesity                                -5.415477e-02   
BMI_Class 3 Obesity                                 3.992251e-01   
GenHlth_Excellent                                   1.459919e-01   
GenHlth_Very good                                   1.459919e-01   
GenHlth_Good                                        1.459919e-01   
GenHlth_Fair                                        1.459919e-01   
GenHlth_Poor                                        1.459919e-01   
MentHlth_0                                          1.004656e-01   
MentHlth_1-5                                        1.004656e-01   
MentHlth_6-10                                       1.004656e-01   
MentHlth_11-15                                      1.004656e-01   
MentHlth_16-20                                      1.004656e-01   
MentHlth_21-25                                      1.004656e-01   
MentHlth_26-30                                      1.004656e-01   
PhysHlth_0                                         -2.342995e-02   
PhysHlth_1-5                                       -2.342995e-02   
PhysHlth_6-10                                      -2.342995e-02   
PhysHlth_11-15                                     -2.342995e-02   
PhysHlth_16-20                                     -2.342995e-02   
PhysHlth_21-25                                     -2.342995e-02   
PhysHlth_26-30                                     -2.342995e-02   
Education_Never attended school or only kinderg...  1.616634e-01   
Education_Elementary                                1.616634e-01   
Education_Some high school                          1.616634e-01   
Education_High school graduate                      1.616634e-01   
Education_Some college or technical school          1.616634e-01   
Education_College graduate                          1.616634e-01   
Income_Less than $10,000                            1.909071e-01   
Income_$10,000-$14,999                              1.909071e-01   
Income_$15,000-$19,999                              1.909071e-01   
Income_$20,000-$24,999                              1.909071e-01   
Income_$25,000-$34,999                              1.909071e-01   
Income_$35,000-$49,999                              1.909071e-01   
Income_$50,000-$74,999                              1.909071e-01   
Income_$75,000 or more                              1.909071e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC56  \
HighBP                                              0.000000e+00   
HighChol                                            0.000000e+00   
CholCheck                                          -3.201776e-16   
Smoker                                             -6.609632e-17   
Stroke                                             -4.551041e-16   
HeartDiseaseorAttack                                9.532614e-18   
PhysActivity                                        4.882374e-17   
Fruits                                              4.558120e-17   
Veggies                                             3.313740e-17   
HvyAlcoholConsump                                  -5.431923e-16   
AnyHealthcare                                       3.415228e-16   
NoDocbcCost                                         1.012323e-16   
DiffWalk                                            8.533379e-17   
BMI_Underweight                                     6.710002e-02   
BMI_Healthy weight                                  6.882003e-01   
BMI_Overweight                                      4.320342e-01   
BMI_Class 1 Obesity                                -2.281742e-01   
BMI_Class 2 Obesity                                -6.987550e-02   
BMI_Class 3 Obesity                                -8.401200e-02   
GenHlth_Excellent                                  -7.890859e-02   
GenHlth_Very good                                  -7.890859e-02   
GenHlth_Good                                       -7.890859e-02   
GenHlth_Fair                                       -7.890859e-02   
GenHlth_Poor                                       -7.890859e-02   
MentHlth_0                                          7.709396e-02   
MentHlth_1-5                                        7.709396e-02   
MentHlth_6-10                                       7.709396e-02   
MentHlth_11-15                                      7.709396e-02   
MentHlth_16-20                                      7.709396e-02   
MentHlth_21-25                                      7.709396e-02   
MentHlth_26-30                                      7.709396e-02   
PhysHlth_0                                          1.060489e-01   
PhysHlth_1-5                                        1.060489e-01   
PhysHlth_6-10                                       1.060489e-01   
PhysHlth_11-15                                      1.060489e-01   
PhysHlth_16-20                                      1.060489e-01   
PhysHlth_21-25                                      1.060489e-01   
PhysHlth_26-30                                      1.060489e-01   
Education_Never attended school or only kinderg...  3.696966e-02   
Education_Elementary                                3.696966e-02   
Education_Some high school                          3.696966e-02   
Education_High school graduate                      3.696966e-02   
Education_Some college or technical school          3.696966e-02   
Education_College graduate                          3.696966e-02   
Income_Less than $10,000                            1.180880e-01   
Income_$10,000-$14,999                              1.180880e-01   
Income_$15,000-$19,999                              1.180880e-01   
Income_$20,000-$24,999                              1.180880e-01   
Income_$25,000-$34,999                              1.180880e-01   
Income_$35,000-$49,999                              1.180880e-01   
Income_$50,000-$74,999                              1.180880e-01   
Income_$75,000 or more                              1.180880e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC57          PC58  
HighBP                                              0.000000e+00  0.000000e+00  
HighChol                                           -2.744651e-17 -3.829746e-18  
CholCheck                                           3.076716e-16 -6.731278e-16  
Smoker                                             -2.443027e-17  9.112373e-18  
Stroke                                              1.246980e-15 -2.080960e-16  
HeartDiseaseorAttack                               -3.669118e-16  5.140762e-16  
PhysActivity                                        4.246925e-17  5.175771e-17  
Fruits                                              1.030986e-17 -1.921887e-17  
Veggies                                            -1.358512e-16 -2.638024e-17  
HvyAlcoholConsump                                   1.199551e-15  1.106676e-16  
AnyHealthcare                                      -4.606568e-16 -1.034553e-17  
NoDocbcCost                                        -8.871815e-17 -1.324249e-16  
DiffWalk                                           -9.034499e-17  1.322755e-16  
BMI_Underweight                                    -5.881238e-01 -3.216268e-02  
BMI_Healthy weight                                  1.543246e-01 -1.871920e-01  
BMI_Overweight                                     -2.898492e-02  4.096658e-01  
BMI_Class 1 Obesity                                 1.540460e-01  5.667683e-01  
BMI_Class 2 Obesity                                -4.171348e-01 -5.228023e-01  
BMI_Class 3 Obesity                                 6.239800e-01 -3.888172e-01  
GenHlth_Excellent                                  -4.629049e-02  2.438005e-02  
GenHlth_Very good                                  -4.629049e-02  2.438005e-02  
GenHlth_Good                                       -4.629049e-02  2.438005e-02  
GenHlth_Fair                                       -4.629049e-02  2.438005e-02  
GenHlth_Poor                                       -4.629049e-02  2.438005e-02  
MentHlth_0                                         -8.271323e-03 -1.852305e-02  
MentHlth_1-5                                       -8.271323e-03 -1.852305e-02  
MentHlth_6-10                                      -8.271323e-03 -1.852305e-02  
MentHlth_11-15                                     -8.271323e-03 -1.852305e-02  
MentHlth_16-20                                     -8.271323e-03 -1.852305e-02  
MentHlth_21-25                                     -8.271323e-03 -1.852305e-02  
MentHlth_26-30                                     -8.271323e-03 -1.852305e-02  
PhysHlth_0                                         -9.957528e-03  2.414591e-02  
PhysHlth_1-5                                       -9.957528e-03  2.414591e-02  
PhysHlth_6-10                                      -9.957528e-03  2.414591e-02  
PhysHlth_11-15                                     -9.957528e-03  2.414591e-02  
PhysHlth_16-20                                     -9.957528e-03  2.414591e-02  
PhysHlth_21-25                                     -9.957528e-03  2.414591e-02  
PhysHlth_26-30                                     -9.957528e-03  2.414591e-02  
Education_Never attended school or only kinderg... -6.943066e-02  8.252338e-02  
Education_Elementary                               -6.943066e-02  8.252338e-02  
Education_Some high school                         -6.943066e-02  8.252338e-02  
Education_High school graduate                     -6.943066e-02  8.252338e-02  
Education_Some college or technical school         -6.943066e-02  8.252338e-02  
Education_College graduate                         -6.943066e-02  8.252338e-02  
Income_Less than $10,000                            1.396837e-02 -2.641044e-03  
Income_$10,000-$14,999                              1.396837e-02 -2.641044e-03  
Income_$15,000-$19,999                              1.396837e-02 -2.641044e-03  
Income_$20,000-$24,999                              1.396837e-02 -2.641044e-03  
Income_$25,000-$34,999                              1.396837e-02 -2.641044e-03  
Income_$35,000-$49,999                              1.396837e-02 -2.641044e-03  
Income_$50,000-$74,999                              1.396837e-02 -2.641044e-03  
Income_$75,000 or more                              1.396837e-02 -2.641044e-03  
Sex_Female                                          0.000000e+00  0.000000e+00  
Sex_Male                                            0.000000e+00  0.000000e+00  
Age_18-29                                           0.000000e+00  0.000000e+00  
Age_30-49                                           0.000000e+00  0.000000e+00  
Age_50-64                                           0.000000e+00  0.000000e+00  
Age_65+                                             0.000000e+00  0.000000e+00  

[58 rows x 58 columns]

PCA Results for Subset_24:
        PC1       PC2       PC3       PC4       PC5       PC6       PC7  \
0  0.551512 -0.063544  0.192505 -1.014156 -0.107636  0.467129  0.117914   
1 -1.160249  0.110606  0.325108 -0.777319  0.553413  0.168340  0.019690   
2  1.209699 -0.097012 -0.520726 -0.396895  0.281812  0.171586  0.297602   
3  0.093323  0.396789  0.584819 -1.097143 -0.239869 -0.904417  0.146042   
4  0.678556 -0.372050 -0.069841  0.469844  0.600263  0.636813  0.150609   

        PC8       PC9      PC10  ...  PC49  PC50  PC51  PC52          PC53  \
0  0.032758 -0.235920 -0.162506  ...   0.0   0.0   0.0   0.0 -2.775558e-16   
1 -0.263507  0.759500  0.443235  ...   0.0   0.0   0.0   0.0 -3.885781e-16   
2  0.173540 -0.331460  0.403101  ...   0.0   0.0   0.0   0.0 -1.665335e-16   
3  0.084075  0.474083 -0.442185  ...   0.0   0.0   0.0   0.0 -5.551115e-17   
4 -0.129917 -0.331878  0.857221  ...   0.0   0.0   0.0   0.0 -1.110223e-16   

           PC54          PC55          PC56          PC57          PC58  
0  0.000000e+00 -4.440892e-16  3.608225e-16 -2.220446e-16 -3.330669e-16  
1 -4.163336e-16 -1.110223e-16  2.775558e-17  4.440892e-16 -4.440892e-16  
2 -3.885781e-16 -1.110223e-16  5.273559e-16 -1.110223e-16 -5.551115e-17  
3  0.000000e+00 -1.110223e-16  2.775558e-17  2.220446e-16  1.665335e-16  
4 -5.551115e-17 -1.110223e-16 -2.220446e-16  5.551115e-16  0.000000e+00  

[5 rows x 58 columns]
No description has been provided for this image
For Subset_24, retain 26 components to explain 90% of the variance.

Subset Subset_25 is empty, skipping PCA.

Explained Variance for Subset_26:
[1.39873177e-01 8.45067608e-02 7.53706924e-02 5.92680326e-02
 5.65878169e-02 5.45542829e-02 4.80345492e-02 4.47539807e-02
 4.19850631e-02 4.00690294e-02 3.74892230e-02 3.16460966e-02
 2.90945703e-02 2.29819195e-02 1.97068964e-02 1.87213964e-02
 1.75123319e-02 1.63160101e-02 1.53729752e-02 1.42995042e-02
 1.19749550e-02 1.13537907e-02 1.10148927e-02 1.02061389e-02
 9.41239520e-03 9.00387408e-03 8.51542727e-03 7.76452558e-03
 7.30057806e-03 6.81970627e-03 6.53248099e-03 6.11271532e-03
 5.20068906e-03 4.71767126e-03 4.12609734e-03 3.61400402e-03
 2.86471442e-03 1.91798780e-03 1.80850757e-03 1.45304097e-03
 1.41498105e-04 1.64506856e-17 1.23666405e-17 5.45877991e-18
 2.58028493e-18 3.35712346e-19 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00]

Cumulative Variance for Subset_26:
[0.13987318 0.22437994 0.29975063 0.35901866 0.41560648 0.47016076
 0.51819531 0.56294929 0.60493436 0.64500339 0.68249261 0.71413871
 0.74323328 0.7662152  0.78592209 0.80464349 0.82215582 0.83847183
 0.85384481 0.86814431 0.88011926 0.89147306 0.90248795 0.91269409
 0.92210648 0.93111036 0.93962578 0.94739031 0.95469089 0.96151059
 0.96804307 0.97415579 0.97935648 0.98407415 0.98820025 0.99181425
 0.99467897 0.99659695 0.99840546 0.9998585  1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.        ]

Loadings for Subset_26:
                                                             PC1  \
HighBP                                             -1.651957e-01   
HighChol                                           -1.724872e-01   
CholCheck                                           7.738745e-03   
Smoker                                             -2.760152e-01   
Stroke                                             -3.046643e-02   
HeartDiseaseorAttack                               -4.829130e-02   
PhysActivity                                        1.772496e-01   
Fruits                                              1.778056e-01   
Veggies                                             1.098487e-01   
HvyAlcoholConsump                                   1.817182e-04   
AnyHealthcare                                       4.124918e-02   
NoDocbcCost                                        -1.078996e-01   
DiffWalk                                           -1.718419e-01   
BMI_Underweight                                    -2.067952e-25   
BMI_Healthy weight                                 -2.918525e-19   
BMI_Overweight                                     -3.231174e-27   
BMI_Class 1 Obesity                                 4.038968e-28   
BMI_Class 2 Obesity                                 5.048710e-29   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                   3.143192e-01   
GenHlth_Very good                                   3.507486e-02   
GenHlth_Good                                       -1.552658e-01   
GenHlth_Fair                                       -1.232712e-01   
GenHlth_Poor                                       -7.085695e-02   
MentHlth_0                                          2.555988e-01   
MentHlth_1-5                                       -7.452767e-02   
MentHlth_6-10                                      -4.154522e-02   
MentHlth_11-15                                     -3.000369e-02   
MentHlth_16-20                                     -1.658282e-02   
MentHlth_21-25                                     -7.777540e-03   
MentHlth_26-30                                     -8.516181e-02   
PhysHlth_0                                          3.046775e-01   
PhysHlth_1-5                                       -9.332633e-02   
PhysHlth_6-10                                      -3.923182e-02   
PhysHlth_11-15                                     -3.328872e-02   
PhysHlth_16-20                                     -1.823538e-02   
PhysHlth_21-25                                     -9.426433e-03   
PhysHlth_26-30                                     -1.111688e-01   
Education_Never attended school or only kinderg... -5.002334e-04   
Education_Elementary                               -1.101990e-02   
Education_Some high school                         -2.946922e-02   
Education_High school graduate                     -1.878450e-01   
Education_Some college or technical school         -1.816479e-01   
Education_College graduate                          4.104822e-01   
Income_Less than $10,000                           -5.911070e-02   
Income_$10,000-$14,999                             -4.886177e-02   
Income_$15,000-$19,999                             -5.295289e-02   
Income_$20,000-$24,999                             -5.371129e-02   
Income_$25,000-$34,999                             -6.156759e-02   
Income_$35,000-$49,999                             -6.228165e-02   
Income_$50,000-$74,999                             -4.143724e-02   
Income_$75,000 or more                              3.799231e-01   
Sex_Female                                         -2.918525e-19   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                          -2.918525e-19   
Age_65+                                             0.000000e+00   

                                                             PC2  \
HighBP                                              3.347020e-02   
HighChol                                            1.212150e-01   
CholCheck                                           2.489667e-02   
Smoker                                             -1.035514e-01   
Stroke                                              7.148540e-03   
HeartDiseaseorAttack                                1.044044e-02   
PhysActivity                                        3.580543e-02   
Fruits                                              3.780363e-02   
Veggies                                             3.240551e-02   
HvyAlcoholConsump                                   1.612621e-02   
AnyHealthcare                                       2.824255e-02   
NoDocbcCost                                         1.589006e-02   
DiffWalk                                            4.294106e-02   
BMI_Underweight                                     5.421011e-20   
BMI_Healthy weight                                  1.109202e-19   
BMI_Overweight                                     -6.776264e-21   
BMI_Class 1 Obesity                                -2.541099e-21   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                 5.293956e-23   
GenHlth_Excellent                                  -2.329536e-01   
GenHlth_Very good                                   2.006403e-01   
GenHlth_Good                                       -1.401798e-02   
GenHlth_Fair                                        2.977232e-02   
GenHlth_Poor                                        1.655896e-02   
MentHlth_0                                         -4.242199e-01   
MentHlth_1-5                                        3.173589e-01   
MentHlth_6-10                                       3.866272e-02   
MentHlth_11-15                                      1.738745e-02   
MentHlth_16-20                                      1.127435e-02   
MentHlth_21-25                                      3.849667e-03   
MentHlth_26-30                                      3.568682e-02   
PhysHlth_0                                         -3.936137e-01   
PhysHlth_1-5                                        2.946145e-01   
PhysHlth_6-10                                       3.169948e-02   
PhysHlth_11-15                                      1.787332e-02   
PhysHlth_16-20                                      7.939097e-03   
PhysHlth_21-25                                      4.979956e-03   
PhysHlth_26-30                                      3.650729e-02   
Education_Never attended school or only kinderg... -3.905232e-04   
Education_Elementary                               -3.879165e-04   
Education_Some high school                         -6.359093e-03   
Education_High school graduate                     -1.521308e-01   
Education_Some college or technical school         -2.682347e-01   
Education_College graduate                          4.275030e-01   
Income_Less than $10,000                           -5.424254e-03   
Income_$10,000-$14,999                             -8.469548e-04   
Income_$15,000-$19,999                             -1.173838e-02   
Income_$20,000-$24,999                             -1.362811e-02   
Income_$25,000-$34,999                             -3.552448e-02   
Income_$35,000-$49,999                             -6.955723e-02   
Income_$50,000-$74,999                             -8.628211e-02   
Income_$75,000 or more                              2.230015e-01   
Sex_Female                                          1.044375e-19   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           1.044375e-19   
Age_65+                                             0.000000e+00   

                                                             PC3  \
HighBP                                             -2.703624e-02   
HighChol                                           -3.020177e-02   
CholCheck                                          -2.328548e-03   
Smoker                                              1.765109e-02   
Stroke                                             -1.662989e-02   
HeartDiseaseorAttack                               -2.786606e-02   
PhysActivity                                        4.599398e-02   
Fruits                                              1.408037e-02   
Veggies                                             1.841136e-02   
HvyAlcoholConsump                                   1.300739e-03   
AnyHealthcare                                       2.981369e-03   
NoDocbcCost                                        -4.919964e-02   
DiffWalk                                           -1.059414e-01   
BMI_Underweight                                     4.336809e-19   
BMI_Healthy weight                                 -2.875042e-19   
BMI_Overweight                                      0.000000e+00   
BMI_Class 1 Obesity                                 1.355253e-20   
BMI_Class 2 Obesity                                -3.388132e-21   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                  -4.833854e-01   
GenHlth_Very good                                   7.766520e-01   
GenHlth_Good                                       -1.591396e-01   
GenHlth_Fair                                       -8.591881e-02   
GenHlth_Poor                                       -4.820815e-02   
MentHlth_0                                          1.074322e-01   
MentHlth_1-5                                       -2.366714e-02   
MentHlth_6-10                                      -1.391927e-02   
MentHlth_11-15                                     -8.822295e-03   
MentHlth_16-20                                     -9.846568e-03   
MentHlth_21-25                                     -3.959115e-03   
MentHlth_26-30                                     -4.721783e-02   
PhysHlth_0                                          2.154623e-01   
PhysHlth_1-5                                       -7.377038e-02   
PhysHlth_6-10                                      -2.357343e-02   
PhysHlth_11-15                                     -1.977757e-02   
PhysHlth_16-20                                     -1.092649e-02   
PhysHlth_21-25                                     -6.535863e-03   
PhysHlth_26-30                                     -8.087854e-02   
Education_Never attended school or only kinderg...  5.465535e-05   
Education_Elementary                               -6.522228e-03   
Education_Some high school                         -1.329554e-02   
Education_High school graduate                      1.327891e-02   
Education_Some college or technical school          1.181357e-01   
Education_College graduate                         -1.116515e-01   
Income_Less than $10,000                           -3.049452e-02   
Income_$10,000-$14,999                             -2.016890e-02   
Income_$15,000-$19,999                             -1.984835e-02   
Income_$20,000-$24,999                             -1.225524e-02   
Income_$25,000-$34,999                              3.257191e-03   
Income_$35,000-$49,999                              2.121331e-02   
Income_$50,000-$74,999                              7.220511e-02   
Income_$75,000 or more                             -1.390860e-02   
Sex_Female                                         -3.125374e-19   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                          -3.125374e-19   
Age_65+                                             0.000000e+00   

                                                             PC4  \
HighBP                                             -1.941415e-01   
HighChol                                           -1.985304e-01   
CholCheck                                          -1.271345e-02   
Smoker                                             -9.238778e-02   
Stroke                                             -1.672637e-02   
HeartDiseaseorAttack                               -3.155130e-02   
PhysActivity                                        1.258603e-01   
Fruits                                              1.523590e-01   
Veggies                                             8.144623e-02   
HvyAlcoholConsump                                   4.848903e-03   
AnyHealthcare                                       7.523424e-03   
NoDocbcCost                                        -1.111396e-02   
DiffWalk                                           -6.694084e-02   
BMI_Underweight                                    -6.938894e-18   
BMI_Healthy weight                                 -3.480885e-19   
BMI_Overweight                                     -0.000000e+00   
BMI_Class 1 Obesity                                 1.734723e-18   
BMI_Class 2 Obesity                                 8.673617e-19   
BMI_Class 3 Obesity                                 2.168404e-19   
GenHlth_Excellent                                   1.915232e-01   
GenHlth_Very good                                  -1.875134e-02   
GenHlth_Good                                       -1.106442e-01   
GenHlth_Fair                                       -3.921983e-02   
GenHlth_Poor                                       -2.290784e-02   
MentHlth_0                                         -4.184060e-01   
MentHlth_1-5                                        3.956873e-01   
MentHlth_6-10                                       2.043238e-02   
MentHlth_11-15                                      8.547581e-03   
MentHlth_16-20                                     -9.950346e-04   
MentHlth_21-25                                      7.259966e-04   
MentHlth_26-30                                     -5.992210e-03   
PhysHlth_0                                          6.097206e-02   
PhysHlth_1-5                                        6.021730e-03   
PhysHlth_6-10                                      -7.128497e-03   
PhysHlth_11-15                                     -1.144207e-02   
PhysHlth_16-20                                     -2.361579e-03   
PhysHlth_21-25                                     -3.023008e-03   
PhysHlth_26-30                                     -4.303863e-02   
Education_Never attended school or only kinderg... -5.977340e-04   
Education_Elementary                               -7.829655e-03   
Education_Some high school                         -2.165508e-02   
Education_High school graduate                     -1.926193e-01   
Education_Some college or technical school          5.502041e-01   
Education_College graduate                         -3.275023e-01   
Income_Less than $10,000                           -3.034795e-02   
Income_$10,000-$14,999                             -1.154891e-02   
Income_$15,000-$19,999                             -1.597822e-02   
Income_$20,000-$24,999                             -1.520508e-02   
Income_$25,000-$34,999                             -8.513396e-03   
Income_$35,000-$49,999                             -1.136557e-02   
Income_$50,000-$74,999                             -5.244269e-02   
Income_$75,000 or more                              1.454018e-01   
Sex_Female                                         -4.500137e-19   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -4.500137e-19   
Age_65+                                            -0.000000e+00   

                                                             PC5  \
HighBP                                              5.545319e-02   
HighChol                                            5.765852e-02   
CholCheck                                           2.125542e-02   
Smoker                                              1.186305e-01   
Stroke                                              5.139373e-03   
HeartDiseaseorAttack                                1.067355e-02   
PhysActivity                                       -4.107262e-02   
Fruits                                             -5.864628e-02   
Veggies                                            -1.180430e-02   
HvyAlcoholConsump                                   1.678683e-02   
AnyHealthcare                                       2.809955e-02   
NoDocbcCost                                        -3.009813e-02   
DiffWalk                                            4.291658e-02   
BMI_Underweight                                     5.551115e-17   
BMI_Healthy weight                                  3.249868e-18   
BMI_Overweight                                      5.551115e-17   
BMI_Class 1 Obesity                                -0.000000e+00   
BMI_Class 2 Obesity                                -1.387779e-17   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                  -9.782551e-02   
GenHlth_Very good                                  -8.065559e-04   
GenHlth_Good                                        6.146343e-02   
GenHlth_Fair                                        2.378238e-02   
GenHlth_Poor                                        1.338625e-02   
MentHlth_0                                          3.271427e-01   
MentHlth_1-5                                       -2.981385e-01   
MentHlth_6-10                                      -1.233359e-02   
MentHlth_11-15                                     -7.265634e-03   
MentHlth_16-20                                     -3.110020e-03   
MentHlth_21-25                                     -7.802860e-04   
MentHlth_26-30                                     -5.514666e-03   
PhysHlth_0                                         -3.032728e-01   
PhysHlth_1-5                                        2.315428e-01   
PhysHlth_6-10                                       2.201011e-02   
PhysHlth_11-15                                      7.243788e-03   
PhysHlth_16-20                                      3.563382e-03   
PhysHlth_21-25                                      1.316888e-03   
PhysHlth_26-30                                      3.759579e-02   
Education_Never attended school or only kinderg... -7.803874e-05   
Education_Elementary                               -6.633783e-04   
Education_Some high school                         -1.530260e-03   
Education_High school graduate                     -1.183964e-01   
Education_Some college or technical school          3.026141e-01   
Education_College graduate                         -1.819460e-01   
Income_Less than $10,000                            2.148842e-03   
Income_$10,000-$14,999                             -8.914616e-04   
Income_$15,000-$19,999                             -9.759549e-03   
Income_$20,000-$24,999                             -1.251989e-02   
Income_$25,000-$34,999                             -3.561819e-02   
Income_$35,000-$49,999                             -1.160814e-01   
Income_$50,000-$74,999                             -3.845075e-01   
Income_$75,000 or more                              5.572292e-01   
Sex_Female                                          1.594465e-19   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                           1.594465e-19   
Age_65+                                            -0.000000e+00   

                                                             PC6  \
HighBP                                              6.363001e-02   
HighChol                                            1.354890e-01   
CholCheck                                          -2.434076e-03   
Smoker                                              4.033157e-01   
Stroke                                              8.682911e-03   
HeartDiseaseorAttack                                1.366971e-02   
PhysActivity                                       -9.173903e-02   
Fruits                                             -2.988175e-01   
Veggies                                            -9.899588e-02   
HvyAlcoholConsump                                   7.877797e-02   
AnyHealthcare                                      -7.051377e-03   
NoDocbcCost                                        -4.475351e-04   
DiffWalk                                            2.732563e-02   
BMI_Underweight                                     0.000000e+00   
BMI_Healthy weight                                 -3.600225e-17   
BMI_Overweight                                     -5.551115e-17   
BMI_Class 1 Obesity                                 5.551115e-17   
BMI_Class 2 Obesity                                 1.387779e-17   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                   1.028631e-02   
GenHlth_Very good                                  -1.347826e-02   
GenHlth_Good                                       -2.697410e-02   
GenHlth_Fair                                        7.493007e-03   
GenHlth_Poor                                        2.267305e-02   
MentHlth_0                                         -2.650012e-01   
MentHlth_1-5                                        1.678053e-01   
MentHlth_6-10                                       2.318566e-02   
MentHlth_11-15                                      1.249565e-02   
MentHlth_16-20                                      9.168533e-03   
MentHlth_21-25                                      3.345597e-03   
MentHlth_26-30                                      4.900050e-02   
PhysHlth_0                                          3.864780e-01   
PhysHlth_1-5                                       -3.886151e-01   
PhysHlth_6-10                                      -1.543039e-02   
PhysHlth_11-15                                     -6.790648e-03   
PhysHlth_16-20                                      3.406658e-03   
PhysHlth_21-25                                     -1.091230e-03   
PhysHlth_26-30                                      2.204267e-02   
Education_Never attended school or only kinderg...  1.451036e-05   
Education_Elementary                               -2.541569e-04   
Education_Some high school                          1.314566e-02   
Education_High school graduate                      1.545748e-01   
Education_Some college or technical school         -1.748943e-01   
Education_College graduate                          7.413434e-03   
Income_Less than $10,000                            1.774725e-02   
Income_$10,000-$14,999                              1.108487e-02   
Income_$15,000-$19,999                              9.119959e-03   
Income_$20,000-$24,999                             -2.966869e-04   
Income_$25,000-$34,999                             -1.827643e-02   
Income_$35,000-$49,999                             -6.409244e-02   
Income_$50,000-$74,999                             -3.205356e-01   
Income_$75,000 or more                              3.652491e-01   
Sex_Female                                          2.118163e-19   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           2.118163e-19   
Age_65+                                             0.000000e+00   

                                                             PC7  \
HighBP                                              3.254703e-01   
HighChol                                            7.330331e-01   
CholCheck                                           5.158080e-02   
Smoker                                             -2.909478e-01   
Stroke                                              1.642116e-02   
HeartDiseaseorAttack                                3.627525e-02   
PhysActivity                                        3.274946e-02   
Fruits                                              2.135812e-01   
Veggies                                             4.633355e-02   
HvyAlcoholConsump                                  -3.290173e-02   
AnyHealthcare                                       1.873837e-02   
NoDocbcCost                                        -1.029972e-02   
DiffWalk                                            6.953217e-03   
BMI_Underweight                                    -6.938894e-18   
BMI_Healthy weight                                  5.587390e-18   
BMI_Overweight                                     -6.938894e-18   
BMI_Class 1 Obesity                                 6.938894e-18   
BMI_Class 2 Obesity                                -3.469447e-18   
BMI_Class 3 Obesity                                 3.469447e-18   
GenHlth_Excellent                                  -6.835713e-02   
GenHlth_Very good                                  -7.246146e-02   
GenHlth_Good                                        1.392449e-01   
GenHlth_Fair                                        3.127179e-03   
GenHlth_Poor                                       -1.553530e-03   
MentHlth_0                                         -4.710284e-03   
MentHlth_1-5                                        6.801701e-03   
MentHlth_6-10                                      -4.294684e-03   
MentHlth_11-15                                     -2.969895e-03   
MentHlth_16-20                                      3.673882e-03   
MentHlth_21-25                                     -1.509620e-03   
MentHlth_26-30                                      3.008901e-03   
PhysHlth_0                                          1.988576e-01   
PhysHlth_1-5                                       -1.994251e-01   
PhysHlth_6-10                                      -3.240235e-03   
PhysHlth_11-15                                      7.442848e-03   
PhysHlth_16-20                                     -9.638083e-04   
PhysHlth_21-25                                      9.880872e-04   
PhysHlth_26-30                                     -3.659411e-03   
Education_Never attended school or only kinderg...  2.997860e-04   
Education_Elementary                                7.179448e-03   
Education_Some high school                          5.078391e-03   
Education_High school graduate                     -2.490328e-01   
Education_Some college or technical school          2.115729e-01   
Education_College graduate                          2.490221e-02   
Income_Less than $10,000                           -1.602880e-03   
Income_$10,000-$14,999                             -7.942679e-04   
Income_$15,000-$19,999                             -1.650465e-03   
Income_$20,000-$24,999                             -1.189160e-02   
Income_$25,000-$34,999                             -1.193047e-02   
Income_$35,000-$49,999                             -3.593291e-03   
Income_$50,000-$74,999                              2.785258e-02   
Income_$75,000 or more                              3.610399e-03   
Sex_Female                                          6.383893e-19   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                           6.383893e-19   
Age_65+                                            -0.000000e+00   

                                                             PC8  \
HighBP                                              1.259969e-02   
HighChol                                            8.223740e-02   
CholCheck                                           2.134653e-03   
Smoker                                              7.478024e-01   
Stroke                                              4.380211e-03   
HeartDiseaseorAttack                                1.614352e-02   
PhysActivity                                        1.099328e-01   
Fruits                                              4.804289e-01   
Veggies                                             2.059861e-01   
HvyAlcoholConsump                                   8.575780e-02   
AnyHealthcare                                      -2.650638e-03   
NoDocbcCost                                         2.292024e-02   
DiffWalk                                            2.647351e-02   
BMI_Underweight                                     1.387779e-17   
BMI_Healthy weight                                 -6.501096e-17   
BMI_Overweight                                     -1.734723e-16   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                 1.110223e-16   
GenHlth_Excellent                                   8.232850e-02   
GenHlth_Very good                                   1.445881e-02   
GenHlth_Good                                       -1.335536e-01   
GenHlth_Fair                                        1.841012e-02   
GenHlth_Poor                                        1.835614e-02   
MentHlth_0                                          3.376018e-02   
MentHlth_1-5                                       -5.637339e-02   
MentHlth_6-10                                      -4.162557e-03   
MentHlth_11-15                                      6.190561e-03   
MentHlth_16-20                                      4.423533e-03   
MentHlth_21-25                                      9.401974e-04   
MentHlth_26-30                                      1.522148e-02   
PhysHlth_0                                         -3.853015e-02   
PhysHlth_1-5                                        7.878117e-03   
PhysHlth_6-10                                       3.407574e-04   
PhysHlth_11-15                                      1.804741e-03   
PhysHlth_16-20                                      2.261011e-03   
PhysHlth_21-25                                      1.073181e-03   
PhysHlth_26-30                                      2.517234e-02   
Education_Never attended school or only kinderg...  4.286311e-04   
Education_Elementary                               -4.487444e-03   
Education_Some high school                         -3.332466e-03   
Education_High school graduate                     -2.213633e-01   
Education_Some college or technical school          5.592768e-02   
Education_College graduate                          1.728269e-01   
Income_Less than $10,000                           -7.813046e-03   
Income_$10,000-$14,999                              5.654097e-03   
Income_$15,000-$19,999                             -6.041085e-03   
Income_$20,000-$24,999                             -4.527452e-03   
Income_$25,000-$34,999                             -8.468531e-03   
Income_$35,000-$49,999                             -1.184259e-02   
Income_$50,000-$74,999                              1.270129e-01   
Income_$75,000 or more                             -9.397435e-02   
Sex_Female                                          3.049268e-19   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           3.049268e-19   
Age_65+                                             0.000000e+00   

                                                             PC9  \
HighBP                                              3.633452e-02   
HighChol                                           -1.614407e-01   
CholCheck                                           2.819847e-03   
Smoker                                             -4.868068e-02   
Stroke                                             -6.957298e-03   
HeartDiseaseorAttack                               -1.665841e-02   
PhysActivity                                        8.241658e-02   
Fruits                                              5.790818e-01   
Veggies                                             1.373485e-01   
HvyAlcoholConsump                                  -1.182800e-02   
AnyHealthcare                                      -1.172421e-02   
NoDocbcCost                                        -5.735217e-03   
DiffWalk                                           -5.642960e-02   
BMI_Underweight                                    -5.551115e-17   
BMI_Healthy weight                                 -8.247380e-17   
BMI_Overweight                                      8.326673e-17   
BMI_Class 1 Obesity                                -1.110223e-16   
BMI_Class 2 Obesity                                -0.000000e+00   
BMI_Class 3 Obesity                                -1.665335e-16   
GenHlth_Excellent                                  -2.468128e-01   
GenHlth_Very good                                  -1.048536e-01   
GenHlth_Good                                        4.755485e-01   
GenHlth_Fair                                       -7.779056e-02   
GenHlth_Poor                                       -4.609152e-02   
MentHlth_0                                         -2.545201e-02   
MentHlth_1-5                                        8.281536e-02   
MentHlth_6-10                                      -4.572316e-03   
MentHlth_11-15                                     -4.938401e-03   
MentHlth_16-20                                     -3.849988e-03   
MentHlth_21-25                                     -4.311813e-03   
MentHlth_26-30                                     -3.969084e-02   
PhysHlth_0                                          7.398134e-02   
PhysHlth_1-5                                       -1.630967e-02   
PhysHlth_6-10                                       1.400084e-02   
PhysHlth_11-15                                     -6.106066e-05   
PhysHlth_16-20                                     -9.442789e-03   
PhysHlth_21-25                                     -1.681237e-03   
PhysHlth_26-30                                     -6.048742e-02   
Education_Never attended school or only kinderg...  9.150303e-06   
Education_Elementary                               -2.229733e-03   
Education_Some high school                         -4.105469e-03   
Education_High school graduate                      3.838771e-01   
Education_Some college or technical school         -2.023394e-01   
Education_College graduate                         -1.752116e-01   
Income_Less than $10,000                           -9.340230e-03   
Income_$10,000-$14,999                             -1.216697e-02   
Income_$15,000-$19,999                              9.997849e-03   
Income_$20,000-$24,999                              1.614350e-02   
Income_$25,000-$34,999                              3.526194e-02   
Income_$35,000-$49,999                              4.661759e-02   
Income_$50,000-$74,999                             -2.069147e-01   
Income_$75,000 or more                              1.204010e-01   
Sex_Female                                         -3.354035e-19   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -3.354035e-19   
Age_65+                                            -0.000000e+00   

                                                            PC10  ...  PC49  \
HighBP                                             -5.732388e-02  ...   0.0   
HighChol                                           -1.815112e-01  ...   0.0   
CholCheck                                          -1.328751e-02  ...   0.0   
Smoker                                              1.779693e-01  ...   0.0   
Stroke                                             -1.822986e-02  ...   0.0   
HeartDiseaseorAttack                               -3.607225e-02  ...   0.0   
PhysActivity                                        3.371977e-02  ...   0.0   
Fruits                                             -3.091112e-01  ...   0.0   
Veggies                                            -3.865332e-02  ...   0.0   
HvyAlcoholConsump                                   5.646522e-02  ...   0.0   
AnyHealthcare                                       6.334003e-03  ...   0.0   
NoDocbcCost                                        -3.097043e-02  ...   0.0   
DiffWalk                                           -1.379047e-01  ...   0.0   
BMI_Underweight                                    -5.551115e-17  ...   0.0   
BMI_Healthy weight                                  3.196853e-17  ...   0.0   
BMI_Overweight                                      1.110223e-16  ...   0.0   
BMI_Class 1 Obesity                                -1.110223e-16  ...   0.0   
BMI_Class 2 Obesity                                 4.163336e-17  ...   0.0   
BMI_Class 3 Obesity                                -8.326673e-17  ...   0.0   
GenHlth_Excellent                                  -2.373397e-01  ...   0.0   
GenHlth_Very good                                  -1.335520e-01  ...   0.0   
GenHlth_Good                                        6.290492e-01  ...   0.0   
GenHlth_Fair                                       -1.661084e-01  ...   0.0   
GenHlth_Poor                                       -9.204909e-02  ...   0.0   
MentHlth_0                                          2.672498e-02  ...   0.0   
MentHlth_1-5                                        6.564411e-02  ...   0.0   
MentHlth_6-10                                      -1.190621e-02  ...   0.0   
MentHlth_11-15                                     -6.043785e-03  ...   0.0   
MentHlth_16-20                                      5.551285e-04  ...   0.0   
MentHlth_21-25                                     -3.102187e-03  ...   0.0   
MentHlth_26-30                                     -7.187203e-02  ...   0.0   
PhysHlth_0                                          1.343475e-01  ...   0.0   
PhysHlth_1-5                                        3.119599e-02  ...   0.0   
PhysHlth_6-10                                      -1.331828e-02  ...   0.0   
PhysHlth_11-15                                     -1.294821e-03  ...   0.0   
PhysHlth_16-20                                     -1.217674e-02  ...   0.0   
PhysHlth_21-25                                     -9.511339e-03  ...   0.0   
PhysHlth_26-30                                     -1.292423e-01  ...   0.0   
Education_Never attended school or only kinderg... -5.901453e-04  ...   0.0   
Education_Elementary                               -8.435876e-03  ...   0.0   
Education_Some high school                          2.492734e-03  ...   0.0   
Education_High school graduate                     -3.834507e-01  ...   0.0   
Education_Some college or technical school          1.645203e-01  ...   0.0   
Education_College graduate                          2.254637e-01  ...   0.0   
Income_Less than $10,000                           -3.901776e-02  ...   0.0   
Income_$10,000-$14,999                             -3.201304e-02  ...   0.0   
Income_$15,000-$19,999                             -2.654085e-02  ...   0.0   
Income_$20,000-$24,999                             -7.658953e-03  ...   0.0   
Income_$25,000-$34,999                             -3.795632e-03  ...   0.0   
Income_$35,000-$49,999                             -1.445106e-02  ...   0.0   
Income_$50,000-$74,999                              1.624196e-01  ...   0.0   
Income_$75,000 or more                             -3.894232e-02  ...   0.0   
Sex_Female                                         -7.610152e-19  ...   0.0   
Sex_Male                                           -0.000000e+00  ...   0.0   
Age_18-29                                          -0.000000e+00  ...   0.0   
Age_30-49                                          -0.000000e+00  ...   1.0   
Age_50-64                                          -7.610152e-19  ...   0.0   
Age_65+                                            -0.000000e+00  ...   0.0   

                                                    PC50          PC51  \
HighBP                                               0.0 -0.000000e+00   
HighChol                                             0.0  3.218076e-24   
CholCheck                                            0.0 -1.174929e-23   
Smoker                                               0.0  9.695076e-25   
Stroke                                               0.0 -1.950945e-24   
HeartDiseaseorAttack                                 0.0 -1.022295e-24   
PhysActivity                                         0.0  2.551713e-24   
Fruits                                               0.0  1.413032e-24   
Veggies                                              0.0 -4.066679e-24   
HvyAlcoholConsump                                    0.0 -4.718153e-24   
AnyHealthcare                                        0.0 -1.947068e-23   
NoDocbcCost                                          0.0 -5.956753e-24   
DiffWalk                                             0.0  3.184394e-23   
BMI_Underweight                                      0.0 -9.735001e-10   
BMI_Healthy weight                                   0.0 -1.489681e-09   
BMI_Overweight                                       0.0  1.228352e-09   
BMI_Class 1 Obesity                                  0.0 -2.296093e-09   
BMI_Class 2 Obesity                                  0.0  5.520136e-09   
BMI_Class 3 Obesity                                  0.0 -5.532912e-09   
GenHlth_Excellent                                    0.0  2.854752e-09   
GenHlth_Very good                                    0.0  2.854752e-09   
GenHlth_Good                                         0.0  2.854752e-09   
GenHlth_Fair                                         0.0  2.854752e-09   
GenHlth_Poor                                         0.0  2.854752e-09   
MentHlth_0                                           0.0 -1.718831e-09   
MentHlth_1-5                                         0.0 -1.718831e-09   
MentHlth_6-10                                        0.0 -1.718831e-09   
MentHlth_11-15                                       0.0 -1.718831e-09   
MentHlth_16-20                                       0.0 -1.718831e-09   
MentHlth_21-25                                       0.0 -1.718831e-09   
MentHlth_26-30                                       0.0 -1.718831e-09   
PhysHlth_0                                           0.0 -1.411651e-09   
PhysHlth_1-5                                         0.0 -1.411651e-09   
PhysHlth_6-10                                        0.0 -1.411651e-09   
PhysHlth_11-15                                       0.0 -1.411651e-09   
PhysHlth_16-20                                       0.0 -1.411651e-09   
PhysHlth_21-25                                       0.0 -1.411651e-09   
PhysHlth_26-30                                       0.0 -1.411651e-09   
Education_Never attended school or only kinderg...   0.0 -4.549366e-10   
Education_Elementary                                 0.0 -4.549366e-10   
Education_Some high school                           0.0 -4.549366e-10   
Education_High school graduate                       0.0 -4.549366e-10   
Education_Some college or technical school           0.0 -4.549366e-10   
Education_College graduate                           0.0 -4.549366e-10   
Income_Less than $10,000                             0.0  4.596153e-09   
Income_$10,000-$14,999                               0.0  4.596153e-09   
Income_$15,000-$19,999                               0.0  4.596153e-09   
Income_$20,000-$24,999                               0.0  4.596153e-09   
Income_$25,000-$34,999                               0.0  4.596153e-09   
Income_$35,000-$49,999                               0.0  4.596153e-09   
Income_$50,000-$74,999                               0.0  4.596153e-09   
Income_$75,000 or more                               0.0  4.596153e-09   
Sex_Female                                           0.0  7.071068e-01   
Sex_Male                                             0.0 -0.000000e+00   
Age_18-29                                            1.0 -0.000000e+00   
Age_30-49                                            0.0 -0.000000e+00   
Age_50-64                                            0.0 -7.071068e-01   
Age_65+                                              0.0 -0.000000e+00   

                                                            PC52  \
HighBP                                              0.000000e+00   
HighChol                                            1.423382e-16   
CholCheck                                          -2.811701e-16   
Smoker                                              4.125155e-17   
Stroke                                              3.627565e-17   
HeartDiseaseorAttack                               -1.290115e-16   
PhysActivity                                        1.364869e-16   
Fruits                                              1.002379e-16   
Veggies                                            -2.527664e-16   
HvyAlcoholConsump                                  -5.388194e-17   
AnyHealthcare                                      -3.276827e-16   
NoDocbcCost                                        -2.487911e-16   
DiffWalk                                           -7.345859e-17   
BMI_Underweight                                     2.372340e-01   
BMI_Healthy weight                                 -3.050769e-01   
BMI_Overweight                                     -3.155747e-02   
BMI_Class 1 Obesity                                -2.305357e-01   
BMI_Class 2 Obesity                                 2.299049e-01   
BMI_Class 3 Obesity                                -3.053708e-01   
GenHlth_Excellent                                   1.645848e-01   
GenHlth_Very good                                   1.645848e-01   
GenHlth_Good                                        1.645848e-01   
GenHlth_Fair                                        1.645848e-01   
GenHlth_Poor                                        1.645848e-01   
MentHlth_0                                         -3.083718e-02   
MentHlth_1-5                                       -3.083718e-02   
MentHlth_6-10                                      -3.083718e-02   
MentHlth_11-15                                     -3.083718e-02   
MentHlth_16-20                                     -3.083718e-02   
MentHlth_21-25                                     -3.083718e-02   
MentHlth_26-30                                     -3.083718e-02   
PhysHlth_0                                         -1.299423e-02   
PhysHlth_1-5                                       -1.299423e-02   
PhysHlth_6-10                                      -1.299423e-02   
PhysHlth_11-15                                     -1.299423e-02   
PhysHlth_16-20                                     -1.299423e-02   
PhysHlth_21-25                                     -1.299423e-02   
PhysHlth_26-30                                     -1.299423e-02   
Education_Never attended school or only kinderg...  3.988316e-02   
Education_Elementary                                3.988316e-02   
Education_Some high school                          3.988316e-02   
Education_High school graduate                      3.988316e-02   
Education_Some college or technical school          3.988316e-02   
Education_College graduate                          3.988316e-02   
Income_Less than $10,000                            1.211127e-01   
Income_$10,000-$14,999                              1.211127e-01   
Income_$15,000-$19,999                              1.211127e-01   
Income_$20,000-$24,999                              1.211127e-01   
Income_$25,000-$34,999                              1.211127e-01   
Income_$35,000-$49,999                              1.211127e-01   
Income_$50,000-$74,999                              1.211127e-01   
Income_$75,000 or more                              1.211127e-01   
Sex_Female                                          4.360209e-01   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           4.360209e-01   
Age_65+                                             0.000000e+00   

                                                            PC53  \
HighBP                                              0.000000e+00   
HighChol                                           -2.944929e-17   
CholCheck                                           4.812710e-17   
Smoker                                             -4.179341e-17   
Stroke                                             -4.389107e-17   
HeartDiseaseorAttack                                1.477971e-16   
PhysActivity                                        2.032338e-17   
Fruits                                             -7.009359e-17   
Veggies                                             7.097646e-17   
HvyAlcoholConsump                                  -6.330067e-17   
AnyHealthcare                                      -1.746017e-16   
NoDocbcCost                                        -8.426709e-17   
DiffWalk                                            8.677006e-18   
BMI_Underweight                                     3.100261e-01   
BMI_Healthy weight                                  1.195504e-01   
BMI_Overweight                                     -2.603884e-02   
BMI_Class 1 Obesity                                 1.549241e-02   
BMI_Class 2 Obesity                                 3.895175e-01   
BMI_Class 3 Obesity                                 5.687216e-01   
GenHlth_Excellent                                   2.194099e-02   
GenHlth_Very good                                   2.194099e-02   
GenHlth_Good                                        2.194099e-02   
GenHlth_Fair                                        2.194099e-02   
GenHlth_Poor                                        2.194099e-02   
MentHlth_0                                         -6.768891e-02   
MentHlth_1-5                                       -6.768891e-02   
MentHlth_6-10                                      -6.768891e-02   
MentHlth_11-15                                     -6.768891e-02   
MentHlth_16-20                                     -6.768891e-02   
MentHlth_21-25                                     -6.768891e-02   
MentHlth_26-30                                     -6.768891e-02   
PhysHlth_0                                          1.293733e-01   
PhysHlth_1-5                                        1.293733e-01   
PhysHlth_6-10                                       1.293733e-01   
PhysHlth_11-15                                      1.293733e-01   
PhysHlth_16-20                                      1.293733e-01   
PhysHlth_21-25                                      1.293733e-01   
PhysHlth_26-30                                      1.293733e-01   
Education_Never attended school or only kinderg... -8.404181e-02   
Education_Elementary                               -8.404181e-02   
Education_Some high school                         -8.404181e-02   
Education_High school graduate                     -8.404181e-02   
Education_Some college or technical school         -8.404181e-02   
Education_College graduate                         -8.404181e-02   
Income_Less than $10,000                           -1.312656e-01   
Income_$10,000-$14,999                             -1.312656e-01   
Income_$15,000-$19,999                             -1.312656e-01   
Income_$20,000-$24,999                             -1.312656e-01   
Income_$25,000-$34,999                             -1.312656e-01   
Income_$35,000-$49,999                             -1.312656e-01   
Income_$50,000-$74,999                             -1.312656e-01   
Income_$75,000 or more                             -1.312656e-01   
Sex_Female                                          2.020400e-01   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           2.020400e-01   
Age_65+                                             0.000000e+00   

                                                            PC54  \
HighBP                                              0.000000e+00   
HighChol                                           -7.853143e-17   
CholCheck                                           5.167376e-16   
Smoker                                             -9.578113e-17   
Stroke                                             -4.956750e-16   
HeartDiseaseorAttack                               -4.050185e-16   
PhysActivity                                        1.325829e-16   
Fruits                                             -2.244736e-16   
Veggies                                             7.205949e-18   
HvyAlcoholConsump                                   6.343943e-17   
AnyHealthcare                                      -4.863019e-16   
NoDocbcCost                                        -1.742232e-16   
DiffWalk                                            9.494152e-17   
BMI_Underweight                                     1.367058e-01   
BMI_Healthy weight                                 -6.225048e-02   
BMI_Overweight                                      6.685449e-02   
BMI_Class 1 Obesity                                -3.930234e-02   
BMI_Class 2 Obesity                                 3.716247e-01   
BMI_Class 3 Obesity                                 1.216933e-01   
GenHlth_Excellent                                   9.788181e-03   
GenHlth_Very good                                   9.788181e-03   
GenHlth_Good                                        9.788181e-03   
GenHlth_Fair                                        9.788181e-03   
GenHlth_Poor                                        9.788181e-03   
MentHlth_0                                          7.628033e-02   
MentHlth_1-5                                        7.628033e-02   
MentHlth_6-10                                       7.628033e-02   
MentHlth_11-15                                      7.628033e-02   
MentHlth_16-20                                      7.628033e-02   
MentHlth_21-25                                      7.628033e-02   
MentHlth_26-30                                      7.628033e-02   
PhysHlth_0                                         -3.146754e-01   
PhysHlth_1-5                                       -3.146754e-01   
PhysHlth_6-10                                      -3.146754e-01   
PhysHlth_11-15                                     -3.146754e-01   
PhysHlth_16-20                                     -3.146754e-01   
PhysHlth_21-25                                     -3.146754e-01   
PhysHlth_26-30                                     -3.146754e-01   
Education_Never attended school or only kinderg...  2.402405e-02   
Education_Elementary                                2.402405e-02   
Education_Some high school                          2.402405e-02   
Education_High school graduate                      2.402405e-02   
Education_Some college or technical school          2.402405e-02   
Education_College graduate                          2.402405e-02   
Income_Less than $10,000                           -9.809397e-02   
Income_$10,000-$14,999                             -9.809397e-02   
Income_$15,000-$19,999                             -9.809397e-02   
Income_$20,000-$24,999                             -9.809397e-02   
Income_$25,000-$34,999                             -9.809397e-02   
Income_$35,000-$49,999                             -9.809397e-02   
Income_$50,000-$74,999                             -9.809397e-02   
Income_$75,000 or more                             -9.809397e-02   
Sex_Female                                         -4.307979e-02   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                          -4.307979e-02   
Age_65+                                             0.000000e+00   

                                                            PC55  \
HighBP                                              4.291547e-17   
HighChol                                           -2.781442e-17   
CholCheck                                          -3.660383e-16   
Smoker                                             -1.124718e-17   
Stroke                                             -1.538996e-16   
HeartDiseaseorAttack                               -2.442014e-16   
PhysActivity                                        1.413613e-18   
Fruits                                             -4.408395e-17   
Veggies                                             3.379229e-16   
HvyAlcoholConsump                                  -2.367381e-16   
AnyHealthcare                                       3.699959e-16   
NoDocbcCost                                         2.736457e-16   
DiffWalk                                            4.728168e-17   
BMI_Underweight                                     1.267199e-01   
BMI_Healthy weight                                  2.381848e-01   
BMI_Overweight                                     -1.059219e-01   
BMI_Class 1 Obesity                                -2.543681e-02   
BMI_Class 2 Obesity                                 8.309565e-02   
BMI_Class 3 Obesity                                -5.573087e-02   
GenHlth_Excellent                                  -8.949253e-02   
GenHlth_Very good                                  -8.949253e-02   
GenHlth_Good                                       -8.949253e-02   
GenHlth_Fair                                       -8.949253e-02   
GenHlth_Poor                                       -8.949253e-02   
MentHlth_0                                          2.660672e-01   
MentHlth_1-5                                        2.660672e-01   
MentHlth_6-10                                       2.660672e-01   
MentHlth_11-15                                      2.660672e-01   
MentHlth_16-20                                      2.660672e-01   
MentHlth_21-25                                      2.660672e-01   
MentHlth_26-30                                      2.660672e-01   
PhysHlth_0                                          1.966348e-02   
PhysHlth_1-5                                        1.966348e-02   
PhysHlth_6-10                                       1.966348e-02   
PhysHlth_11-15                                      1.966348e-02   
PhysHlth_16-20                                      1.966348e-02   
PhysHlth_21-25                                      1.966348e-02   
PhysHlth_26-30                                      1.966348e-02   
Education_Never attended school or only kinderg... -2.131891e-01   
Education_Elementary                               -2.131891e-01   
Education_Some high school                         -2.131891e-01   
Education_High school graduate                     -2.131891e-01   
Education_Some college or technical school         -2.131891e-01   
Education_College graduate                         -2.131891e-01   
Income_Less than $10,000                            9.616669e-02   
Income_$10,000-$14,999                              9.616669e-02   
Income_$15,000-$19,999                              9.616669e-02   
Income_$20,000-$24,999                              9.616669e-02   
Income_$25,000-$34,999                              9.616669e-02   
Income_$35,000-$49,999                              9.616669e-02   
Income_$50,000-$74,999                              9.616669e-02   
Income_$75,000 or more                              9.616669e-02   
Sex_Female                                          1.008901e-01   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           1.008901e-01   
Age_65+                                             0.000000e+00   

                                                            PC56  \
HighBP                                              0.000000e+00   
HighChol                                            8.221259e-17   
CholCheck                                          -2.499796e-17   
Smoker                                             -3.893825e-17   
Stroke                                             -5.088243e-16   
HeartDiseaseorAttack                               -2.216011e-16   
PhysActivity                                        4.921486e-17   
Fruits                                             -7.829469e-17   
Veggies                                             8.926339e-17   
HvyAlcoholConsump                                  -4.152546e-17   
AnyHealthcare                                       5.432033e-16   
NoDocbcCost                                         3.437822e-16   
DiffWalk                                           -1.453232e-16   
BMI_Underweight                                     8.881815e-02   
BMI_Healthy weight                                  8.152699e-01   
BMI_Overweight                                      4.089226e-02   
BMI_Class 1 Obesity                                 7.567551e-02   
BMI_Class 2 Obesity                                 9.458822e-02   
BMI_Class 3 Obesity                                -3.659129e-01   
GenHlth_Excellent                                   1.668267e-01   
GenHlth_Very good                                   1.668267e-01   
GenHlth_Good                                        1.668267e-01   
GenHlth_Fair                                        1.668267e-01   
GenHlth_Poor                                        1.668267e-01   
MentHlth_0                                         -6.286970e-02   
MentHlth_1-5                                       -6.286970e-02   
MentHlth_6-10                                      -6.286970e-02   
MentHlth_11-15                                     -6.286970e-02   
MentHlth_16-20                                     -6.286970e-02   
MentHlth_21-25                                     -6.286970e-02   
MentHlth_26-30                                     -6.286970e-02   
PhysHlth_0                                         -2.260569e-02   
PhysHlth_1-5                                       -2.260569e-02   
PhysHlth_6-10                                      -2.260569e-02   
PhysHlth_11-15                                     -2.260569e-02   
PhysHlth_16-20                                     -2.260569e-02   
PhysHlth_21-25                                     -2.260569e-02   
PhysHlth_26-30                                     -2.260569e-02   
Education_Never attended school or only kinderg...  6.317217e-03   
Education_Elementary                                6.317217e-03   
Education_Some high school                          6.317217e-03   
Education_High school graduate                      6.317217e-03   
Education_Some college or technical school          6.317217e-03   
Education_College graduate                          6.317217e-03   
Income_Less than $10,000                           -2.732154e-02   
Income_$10,000-$14,999                             -2.732154e-02   
Income_$15,000-$19,999                             -2.732154e-02   
Income_$20,000-$24,999                             -2.732154e-02   
Income_$25,000-$34,999                             -2.732154e-02   
Income_$35,000-$49,999                             -2.732154e-02   
Income_$50,000-$74,999                             -2.732154e-02   
Income_$75,000 or more                             -2.732154e-02   
Sex_Female                                         -1.726117e-02   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                          -1.726117e-02   
Age_65+                                             0.000000e+00   

                                                            PC57          PC58  
HighBP                                              0.000000e+00  0.000000e+00  
HighChol                                            4.908214e-18  1.877392e-16  
CholCheck                                          -2.274164e-16 -4.715546e-16  
Smoker                                              1.283987e-16 -1.373115e-16  
Stroke                                              2.054734e-16  6.339187e-16  
HeartDiseaseorAttack                               -1.996504e-16 -5.098880e-17  
PhysActivity                                       -1.285801e-16 -2.608660e-17  
Fruits                                              1.658688e-16  7.282649e-17  
Veggies                                             4.534553e-17 -1.085802e-16  
HvyAlcoholConsump                                   9.917148e-17 -7.877332e-17  
AnyHealthcare                                      -1.903420e-16 -2.319059e-17  
NoDocbcCost                                        -6.128456e-17 -1.210417e-16  
DiffWalk                                            7.757718e-17  3.662429e-16  
BMI_Underweight                                     2.479011e-02 -1.873128e-01  
BMI_Healthy weight                                  2.089421e-01  4.811064e-02  
BMI_Overweight                                      3.519646e-01  6.909184e-02  
BMI_Class 1 Obesity                                -1.426479e-01 -9.448869e-02  
BMI_Class 2 Obesity                                 3.012093e-01 -3.477874e-01  
BMI_Class 3 Obesity                                 1.241540e-01  4.911213e-01  
GenHlth_Excellent                                  -1.110684e-01  3.033272e-01  
GenHlth_Very good                                  -1.110684e-01  3.033272e-01  
GenHlth_Good                                       -1.110684e-01  3.033272e-01  
GenHlth_Fair                                       -1.110684e-01  3.033272e-01  
GenHlth_Poor                                       -1.110684e-01  3.033272e-01  
MentHlth_0                                          1.101842e-01  1.246142e-01  
MentHlth_1-5                                        1.101842e-01  1.246142e-01  
MentHlth_6-10                                       1.101842e-01  1.246142e-01  
MentHlth_11-15                                      1.101842e-01  1.246142e-01  
MentHlth_16-20                                      1.101842e-01  1.246142e-01  
MentHlth_21-25                                      1.101842e-01  1.246142e-01  
MentHlth_26-30                                      1.101842e-01  1.246142e-01  
PhysHlth_0                                          8.378058e-02 -1.321517e-02  
PhysHlth_1-5                                        8.378058e-02 -1.321517e-02  
PhysHlth_6-10                                       8.378058e-02 -1.321517e-02  
PhysHlth_11-15                                      8.378058e-02 -1.321517e-02  
PhysHlth_16-20                                      8.378058e-02 -1.321517e-02  
PhysHlth_21-25                                      8.378058e-02 -1.321517e-02  
PhysHlth_26-30                                      8.378058e-02 -1.321517e-02  
Education_Never attended school or only kinderg...  2.792190e-01  3.700390e-02  
Education_Elementary                                2.792190e-01  3.700390e-02  
Education_Some high school                          2.792190e-01  3.700390e-02  
Education_High school graduate                      2.792190e-01  3.700390e-02  
Education_Some college or technical school          2.792190e-01  3.700390e-02  
Education_College graduate                          2.792190e-01  3.700390e-02  
Income_Less than $10,000                            7.207912e-02  3.259022e-02  
Income_$10,000-$14,999                              7.207912e-02  3.259022e-02  
Income_$15,000-$19,999                              7.207912e-02  3.259022e-02  
Income_$20,000-$24,999                              7.207912e-02  3.259022e-02  
Income_$25,000-$34,999                              7.207912e-02  3.259022e-02  
Income_$35,000-$49,999                              7.207912e-02  3.259022e-02  
Income_$50,000-$74,999                              7.207912e-02  3.259022e-02  
Income_$75,000 or more                              7.207912e-02  3.259022e-02  
Sex_Female                                         -1.043634e-02  5.841610e-03  
Sex_Male                                            0.000000e+00  0.000000e+00  
Age_18-29                                           0.000000e+00  0.000000e+00  
Age_30-49                                           0.000000e+00  0.000000e+00  
Age_50-64                                          -1.043634e-02  5.841610e-03  
Age_65+                                             0.000000e+00  0.000000e+00  

[58 rows x 58 columns]

PCA Results for Subset_26:
        PC1       PC2       PC3       PC4       PC5       PC6       PC7  \
0  0.145544  0.591279  0.612406 -0.208081  0.069500  1.024415 -0.233122   
1 -0.425792  0.271023 -0.364651 -0.327626 -0.524494  0.480538  0.580247   
2 -0.476443 -0.682248 -0.105498 -0.422280  0.014473  0.093358  0.163880   
3 -0.465702 -0.708421  0.892930 -0.452104 -0.187328  0.456074 -0.851269   
4 -1.135405 -0.334997 -0.617715  0.800611 -0.369702  0.723514  0.870631   

        PC8       PC9      PC10  ...  PC49  PC50  PC51          PC52  \
0  0.124391 -0.377064  0.351407  ...   0.0   0.0   0.0  5.551115e-16   
1  0.631310  0.450586  0.618008  ...   0.0   0.0   0.0  6.661338e-16   
2  0.401401  0.821982  0.624155  ...   0.0   0.0   0.0 -1.110223e-16   
3 -0.164073  0.039411 -0.135209  ...   0.0   0.0   0.0  1.110223e-16   
4  0.396172 -0.400902 -0.303137  ...   0.0   0.0   0.0  1.110223e-16   

           PC53          PC54          PC55          PC56          PC57  \
0 -3.330669e-16  5.551115e-16  0.000000e+00  1.110223e-15  1.443290e-15   
1  1.110223e-16 -1.665335e-16 -4.440892e-16 -4.440892e-16  7.771561e-16   
2 -3.330669e-16 -5.551115e-17  0.000000e+00 -2.220446e-16 -6.661338e-16   
3  5.551115e-17  3.330669e-16  0.000000e+00  3.330669e-16 -2.220446e-16   
4 -3.330669e-16 -1.387779e-15 -4.440892e-16 -7.771561e-16  3.330669e-16   

           PC58  
0  1.665335e-15  
1 -1.110223e-16  
2 -2.220446e-16  
3 -4.440892e-16  
4  7.771561e-16  

[5 rows x 58 columns]
No description has been provided for this image
For Subset_26, retain 23 components to explain 90% of the variance.


Explained Variance for Subset_27:
[1.51046452e-01 7.54738225e-02 6.43457888e-02 5.45318376e-02
 5.35462186e-02 4.68374442e-02 4.59588018e-02 4.38655237e-02
 4.20432860e-02 3.85515037e-02 3.50438297e-02 3.22327142e-02
 2.79007704e-02 2.74268675e-02 2.66219729e-02 2.01890741e-02
 1.98403589e-02 1.68094667e-02 1.44739452e-02 1.32335188e-02
 1.29221113e-02 1.26910676e-02 1.21006632e-02 1.20296162e-02
 1.09663472e-02 1.04389292e-02 1.00082743e-02 9.30934562e-03
 9.17709479e-03 7.69209040e-03 7.48004562e-03 6.39957109e-03
 6.08020261e-03 5.82375376e-03 5.49206738e-03 2.98478558e-03
 2.70907051e-03 2.61003775e-03 1.61533368e-03 1.29446933e-03
 2.01925762e-04 1.28544292e-17 1.13097376e-17 8.28404245e-18
 3.16766993e-18 1.27411098e-18 1.02201323e-18 3.71346802e-28
 3.17453428e-34 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00]

Cumulative Variance for Subset_27:
[0.15104645 0.22652027 0.29086606 0.3453979  0.39894412 0.44578156
 0.49174037 0.53560589 0.57764918 0.61620068 0.65124451 0.68347722
 0.71137799 0.73880486 0.76542683 0.78561591 0.80545627 0.82226573
 0.83673968 0.8499732  0.86289531 0.87558638 0.88768704 0.89971666
 0.910683   0.92112193 0.93113021 0.94043955 0.94961665 0.95730874
 0.96478878 0.97118835 0.97726856 0.98309231 0.98858438 0.99156916
 0.99427823 0.99688827 0.9985036  0.99979807 1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.        ]

Loadings for Subset_27:
                                                             PC1  \
HighBP                                             -1.884878e-01   
HighChol                                           -1.014653e-01   
CholCheck                                           4.920713e-03   
Smoker                                             -3.292156e-01   
Stroke                                             -4.079852e-02   
HeartDiseaseorAttack                               -8.250873e-02   
PhysActivity                                        1.976677e-01   
Fruits                                              2.096084e-01   
Veggies                                             1.575509e-01   
HvyAlcoholConsump                                  -3.548803e-02   
AnyHealthcare                                       5.025700e-02   
NoDocbcCost                                        -9.060183e-02   
DiffWalk                                           -1.833045e-01   
BMI_Underweight                                     2.584939e-26   
BMI_Healthy weight                                 -2.764547e-17   
BMI_Overweight                                     -4.038968e-28   
BMI_Class 1 Obesity                                -2.524355e-29   
BMI_Class 2 Obesity                                 7.888609e-31   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                   2.391657e-01   
GenHlth_Very good                                   1.333270e-01   
GenHlth_Good                                       -1.429675e-01   
GenHlth_Fair                                       -1.389274e-01   
GenHlth_Poor                                       -9.059780e-02   
MentHlth_0                                          1.769008e-01   
MentHlth_1-5                                       -3.159990e-02   
MentHlth_6-10                                      -2.714373e-02   
MentHlth_11-15                                     -2.592087e-02   
MentHlth_16-20                                     -1.586838e-02   
MentHlth_21-25                                     -8.449361e-03   
MentHlth_26-30                                     -6.791860e-02   
PhysHlth_0                                          2.712364e-01   
PhysHlth_1-5                                       -6.166318e-02   
PhysHlth_6-10                                      -3.620790e-02   
PhysHlth_11-15                                     -2.528855e-02   
PhysHlth_16-20                                     -1.357702e-02   
PhysHlth_21-25                                     -8.846436e-03   
PhysHlth_26-30                                     -1.256533e-01   
Education_Never attended school or only kinderg... -6.612662e-04   
Education_Elementary                               -1.324513e-02   
Education_Some high school                         -3.807789e-02   
Education_High school graduate                     -2.342668e-01   
Education_Some college or technical school         -1.378143e-01   
Education_College graduate                          4.240654e-01   
Income_Less than $10,000                           -5.114680e-02   
Income_$10,000-$14,999                             -5.717594e-02   
Income_$15,000-$19,999                             -6.321120e-02   
Income_$20,000-$24,999                             -6.024962e-02   
Income_$25,000-$34,999                             -5.759819e-02   
Income_$35,000-$49,999                             -6.160151e-02   
Income_$50,000-$74,999                             -3.591881e-02   
Income_$75,000 or more                              3.869021e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -2.764547e-17   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -2.764547e-17   
Age_65+                                            -0.000000e+00   

                                                             PC2  \
HighBP                                             -1.633902e-01   
HighChol                                           -2.449499e-01   
CholCheck                                          -4.795883e-02   
Smoker                                              1.348690e-01   
Stroke                                             -3.116739e-02   
HeartDiseaseorAttack                               -6.111817e-02   
PhysActivity                                       -3.774713e-02   
Fruits                                             -9.008460e-02   
Veggies                                            -4.882086e-02   
HvyAlcoholConsump                                   2.519358e-02   
AnyHealthcare                                      -4.161190e-02   
NoDocbcCost                                        -3.948696e-02   
DiffWalk                                           -1.513179e-01   
BMI_Underweight                                    -1.355253e-20   
BMI_Healthy weight                                  3.253323e-17   
BMI_Overweight                                     -0.000000e+00   
BMI_Class 1 Obesity                                -2.117582e-22   
BMI_Class 2 Obesity                                 2.646978e-23   
BMI_Class 3 Obesity                                -1.323489e-23   
GenHlth_Excellent                                  -2.614121e-02   
GenHlth_Very good                                   1.867854e-01   
GenHlth_Good                                        4.051295e-02   
GenHlth_Fair                                       -1.155294e-01   
GenHlth_Poor                                       -8.562775e-02   
MentHlth_0                                          3.942466e-01   
MentHlth_1-5                                       -2.301099e-01   
MentHlth_6-10                                      -3.999965e-02   
MentHlth_11-15                                     -3.419168e-02   
MentHlth_16-20                                     -1.597737e-02   
MentHlth_21-25                                     -5.116343e-03   
MentHlth_26-30                                     -6.885170e-02   
PhysHlth_0                                          4.906999e-01   
PhysHlth_1-5                                       -2.507270e-01   
PhysHlth_6-10                                      -4.936905e-02   
PhysHlth_11-15                                     -2.718433e-02   
PhysHlth_16-20                                     -1.583463e-02   
PhysHlth_21-25                                     -8.403842e-03   
PhysHlth_26-30                                     -1.391810e-01   
Education_Never attended school or only kinderg...  2.034959e-04   
Education_Elementary                               -7.405936e-03   
Education_Some high school                         -8.285486e-03   
Education_High school graduate                      2.103861e-01   
Education_Some college or technical school          1.415886e-01   
Education_College graduate                         -3.364868e-01   
Income_Less than $10,000                           -2.260203e-02   
Income_$10,000-$14,999                             -1.072074e-02   
Income_$15,000-$19,999                             -1.394376e-02   
Income_$20,000-$24,999                             -1.430024e-03   
Income_$25,000-$34,999                              2.996092e-02   
Income_$35,000-$49,999                              9.617901e-02   
Income_$50,000-$74,999                              1.303210e-01   
Income_$75,000 or more                             -2.077644e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                            3.253502e-17   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                           3.253502e-17   
Age_65+                                            -0.000000e+00   

                                                             PC3  \
HighBP                                              1.063454e-01   
HighChol                                            1.704937e-01   
CholCheck                                           2.346452e-02   
Smoker                                              7.120769e-03   
Stroke                                             -7.788802e-04   
HeartDiseaseorAttack                               -2.550834e-03   
PhysActivity                                        3.100394e-02   
Fruits                                              8.739255e-03   
Veggies                                             6.162567e-02   
HvyAlcoholConsump                                   7.201785e-03   
AnyHealthcare                                       2.084875e-02   
NoDocbcCost                                        -1.086548e-02   
DiffWalk                                           -2.901870e-02   
BMI_Underweight                                    -4.336809e-19   
BMI_Healthy weight                                 -2.499541e-18   
BMI_Overweight                                     -2.168404e-19   
BMI_Class 1 Obesity                                 2.710505e-20   
BMI_Class 2 Obesity                                -6.776264e-21   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                  -5.123501e-01   
GenHlth_Very good                                   7.795734e-01   
GenHlth_Good                                       -2.254700e-01   
GenHlth_Fair                                       -2.733742e-02   
GenHlth_Poor                                       -1.441591e-02   
MentHlth_0                                         -7.142447e-02   
MentHlth_1-5                                        7.972436e-02   
MentHlth_6-10                                       8.789000e-04   
MentHlth_11-15                                      8.527852e-04   
MentHlth_16-20                                      1.129562e-03   
MentHlth_21-25                                      6.605137e-04   
MentHlth_26-30                                     -1.182165e-02   
PhysHlth_0                                         -4.940459e-02   
PhysHlth_1-5                                        6.886878e-02   
PhysHlth_6-10                                       3.382715e-03   
PhysHlth_11-15                                      6.511250e-04   
PhysHlth_16-20                                     -2.436097e-03   
PhysHlth_21-25                                     -4.007026e-04   
PhysHlth_26-30                                     -2.066123e-02   
Education_Never attended school or only kinderg...  4.045921e-06   
Education_Elementary                               -3.424135e-03   
Education_Some high school                         -1.170921e-02   
Education_High school graduate                     -5.975457e-02   
Education_Some college or technical school          6.835548e-02   
Education_College graduate                          6.528389e-03   
Income_Less than $10,000                           -8.617968e-03   
Income_$10,000-$14,999                             -1.699073e-02   
Income_$15,000-$19,999                             -1.310662e-02   
Income_$20,000-$24,999                             -5.314383e-03   
Income_$25,000-$34,999                             -1.581680e-02   
Income_$35,000-$49,999                             -5.542203e-03   
Income_$50,000-$74,999                              2.731986e-02   
Income_$75,000 or more                              3.806884e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -2.576659e-18   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -2.576659e-18   
Age_65+                                            -0.000000e+00   

                                                             PC4  \
HighBP                                              5.003525e-01   
HighChol                                            6.370842e-01   
CholCheck                                           6.019187e-02   
Smoker                                              7.336171e-02   
Stroke                                              3.148730e-02   
HeartDiseaseorAttack                                9.946662e-02   
PhysActivity                                       -1.317466e-03   
Fruits                                             -6.391808e-02   
Veggies                                            -3.827452e-02   
HvyAlcoholConsump                                   2.404626e-02   
AnyHealthcare                                       3.239086e-02   
NoDocbcCost                                        -3.916564e-02   
DiffWalk                                            1.036835e-03   
BMI_Underweight                                     0.000000e+00   
BMI_Healthy weight                                  3.358552e-17   
BMI_Overweight                                     -6.938894e-18   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                -4.336809e-19   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                  -1.593231e-02   
GenHlth_Very good                                  -9.511135e-02   
GenHlth_Good                                        1.016429e-01   
GenHlth_Fair                                        1.227559e-02   
GenHlth_Poor                                       -2.874790e-03   
MentHlth_0                                          2.885466e-01   
MentHlth_1-5                                       -2.203452e-01   
MentHlth_6-10                                      -3.263363e-02   
MentHlth_11-15                                     -1.679499e-02   
MentHlth_16-20                                     -5.149925e-04   
MentHlth_21-25                                     -9.005005e-05   
MentHlth_26-30                                     -1.816765e-02   
PhysHlth_0                                          2.208355e-01   
PhysHlth_1-5                                       -1.822999e-01   
PhysHlth_6-10                                      -1.053507e-02   
PhysHlth_11-15                                     -7.955237e-03   
PhysHlth_16-20                                     -5.283181e-03   
PhysHlth_21-25                                     -8.684485e-04   
PhysHlth_26-30                                     -1.389368e-02   
Education_Never attended school or only kinderg... -4.105194e-04   
Education_Elementary                                4.032509e-03   
Education_Some high school                         -5.059350e-04   
Education_High school graduate                      8.866636e-02   
Education_Some college or technical school         -1.659270e-01   
Education_College graduate                          7.414454e-02   
Income_Less than $10,000                           -1.221398e-02   
Income_$10,000-$14,999                              2.846655e-03   
Income_$15,000-$19,999                              4.327914e-03   
Income_$20,000-$24,999                             -1.886293e-03   
Income_$25,000-$34,999                             -3.622025e-02   
Income_$35,000-$49,999                             -3.755342e-02   
Income_$50,000-$74,999                             -8.697780e-02   
Income_$75,000 or more                              1.676772e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            3.083546e-17   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           3.083546e-17   
Age_65+                                             0.000000e+00   

                                                             PC5  \
HighBP                                              1.182974e-01   
HighChol                                            1.729258e-01   
CholCheck                                           2.904369e-02   
Smoker                                             -9.680773e-03   
Stroke                                              8.496925e-03   
HeartDiseaseorAttack                                2.607257e-02   
PhysActivity                                        1.513927e-01   
Fruits                                              5.140254e-01   
Veggies                                             2.926633e-01   
HvyAlcoholConsump                                  -1.953700e-02   
AnyHealthcare                                       2.127713e-02   
NoDocbcCost                                        -3.985125e-03   
DiffWalk                                            4.009360e-03   
BMI_Underweight                                    -0.000000e+00   
BMI_Healthy weight                                 -8.052803e-18   
BMI_Overweight                                      2.775558e-17   
BMI_Class 1 Obesity                                -1.387779e-17   
BMI_Class 2 Obesity                                 6.938894e-18   
BMI_Class 3 Obesity                                -8.673617e-19   
GenHlth_Excellent                                   5.566076e-02   
GenHlth_Very good                                  -1.028201e-01   
GenHlth_Good                                        4.974793e-02   
GenHlth_Fair                                       -2.703186e-03   
GenHlth_Poor                                        1.145724e-04   
MentHlth_0                                          9.718267e-02   
MentHlth_1-5                                       -7.245786e-02   
MentHlth_6-10                                      -7.981660e-03   
MentHlth_11-15                                     -9.255407e-03   
MentHlth_16-20                                     -1.731023e-03   
MentHlth_21-25                                      3.586591e-04   
MentHlth_26-30                                     -6.115377e-03   
PhysHlth_0                                         -4.512206e-02   
PhysHlth_1-5                                        2.473176e-02   
PhysHlth_6-10                                      -6.533072e-04   
PhysHlth_11-15                                      9.951326e-04   
PhysHlth_16-20                                     -1.494985e-03   
PhysHlth_21-25                                      3.499433e-03   
PhysHlth_26-30                                      1.804402e-02   
Education_Never attended school or only kinderg... -2.749126e-04   
Education_Elementary                               -1.227738e-05   
Education_Some high school                         -8.443904e-03   
Education_High school graduate                     -3.462103e-01   
Education_Some college or technical school          5.894669e-01   
Education_College graduate                         -2.345255e-01   
Income_Less than $10,000                           -1.487226e-02   
Income_$10,000-$14,999                             -6.859637e-03   
Income_$15,000-$19,999                              1.098268e-02   
Income_$20,000-$24,999                             -2.749105e-03   
Income_$25,000-$34,999                             -1.299759e-02   
Income_$35,000-$49,999                              1.851376e-02   
Income_$50,000-$74,999                              1.121135e-01   
Income_$75,000 or more                             -1.041314e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                            2.158635e-18   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                           2.158635e-18   
Age_65+                                            -0.000000e+00   

                                                             PC6  \
HighBP                                              5.376639e-02   
HighChol                                           -1.030256e-01   
CholCheck                                          -3.627508e-03   
Smoker                                              1.897295e-01   
Stroke                                              1.398698e-02   
HeartDiseaseorAttack                                3.176064e-02   
PhysActivity                                        9.857563e-02   
Fruits                                              6.152211e-01   
Veggies                                             2.576119e-01   
HvyAlcoholConsump                                   7.819429e-03   
AnyHealthcare                                      -3.328238e-03   
NoDocbcCost                                         6.010455e-03   
DiffWalk                                            4.980530e-02   
BMI_Underweight                                     8.326673e-17   
BMI_Healthy weight                                  3.094198e-16   
BMI_Overweight                                     -2.775558e-16   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                -2.775558e-17   
BMI_Class 3 Obesity                                 8.326673e-17   
GenHlth_Excellent                                   1.384138e-02   
GenHlth_Very good                                   4.497684e-02   
GenHlth_Good                                       -1.346398e-01   
GenHlth_Fair                                        3.279463e-02   
GenHlth_Poor                                        4.302698e-02   
MentHlth_0                                          7.847375e-02   
MentHlth_1-5                                       -8.104546e-02   
MentHlth_6-10                                      -4.719373e-03   
MentHlth_11-15                                      5.652619e-03   
MentHlth_16-20                                     -4.060191e-03   
MentHlth_21-25                                     -4.986647e-03   
MentHlth_26-30                                      1.068530e-02   
PhysHlth_0                                         -1.114885e-01   
PhysHlth_1-5                                        4.622522e-02   
PhysHlth_6-10                                       1.312290e-03   
PhysHlth_11-15                                     -4.322628e-05   
PhysHlth_16-20                                      2.458142e-03   
PhysHlth_21-25                                      2.006053e-03   
PhysHlth_26-30                                      5.953005e-02   
Education_Never attended school or only kinderg...  3.258301e-05   
Education_Elementary                               -2.480045e-04   
Education_Some high school                         -3.301502e-03   
Education_High school graduate                      4.462566e-01   
Education_Some college or technical school         -4.536201e-01   
Education_College graduate                          1.088045e-02   
Income_Less than $10,000                            1.551655e-02   
Income_$10,000-$14,999                              9.403023e-03   
Income_$15,000-$19,999                             -3.491254e-03   
Income_$20,000-$24,999                              1.548475e-02   
Income_$25,000-$34,999                              3.334782e-02   
Income_$35,000-$49,999                              6.399063e-02   
Income_$50,000-$74,999                              2.758515e-02   
Income_$75,000 or more                             -1.618367e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            5.804720e-17   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           5.804720e-17   
Age_65+                                             0.000000e+00   

                                                             PC7  \
HighBP                                             -5.201604e-02   
HighChol                                            1.811440e-01   
CholCheck                                          -1.439165e-02   
Smoker                                             -1.931622e-01   
Stroke                                             -3.180558e-02   
HeartDiseaseorAttack                               -4.195328e-02   
PhysActivity                                        1.413843e-01   
Fruits                                              9.953799e-02   
Veggies                                             4.846734e-02   
HvyAlcoholConsump                                  -1.573585e-02   
AnyHealthcare                                      -1.812343e-02   
NoDocbcCost                                        -8.129995e-03   
DiffWalk                                           -2.202836e-01   
BMI_Underweight                                     1.110223e-16   
BMI_Healthy weight                                  2.656456e-16   
BMI_Overweight                                     -2.498002e-16   
BMI_Class 1 Obesity                                 1.387779e-17   
BMI_Class 2 Obesity                                -5.551115e-17   
BMI_Class 3 Obesity                                 1.665335e-16   
GenHlth_Excellent                                  -2.278154e-01   
GenHlth_Very good                                  -6.147503e-02   
GenHlth_Good                                        6.133124e-01   
GenHlth_Fair                                       -1.845370e-01   
GenHlth_Poor                                       -1.394850e-01   
MentHlth_0                                         -2.404269e-01   
MentHlth_1-5                                        2.789586e-01   
MentHlth_6-10                                       2.139020e-02   
MentHlth_11-15                                     -6.574317e-03   
MentHlth_16-20                                     -4.578627e-03   
MentHlth_21-25                                     -3.106850e-03   
MentHlth_26-30                                     -4.566209e-02   
PhysHlth_0                                          1.620644e-01   
PhysHlth_1-5                                        7.342362e-02   
PhysHlth_6-10                                      -5.291034e-03   
PhysHlth_11-15                                     -1.017448e-02   
PhysHlth_16-20                                     -1.190112e-02   
PhysHlth_21-25                                     -1.105668e-02   
PhysHlth_26-30                                     -1.970647e-01   
Education_Never attended school or only kinderg... -2.891106e-04   
Education_Elementary                               -7.929945e-03   
Education_Some high school                         -2.660345e-02   
Education_High school graduate                      8.484487e-02   
Education_Some college or technical school         -1.409483e-01   
Education_College graduate                          9.092589e-02   
Income_Less than $10,000                           -3.257447e-02   
Income_$10,000-$14,999                             -2.844839e-02   
Income_$15,000-$19,999                             -2.274818e-02   
Income_$20,000-$24,999                             -8.807346e-03   
Income_$25,000-$34,999                              3.101549e-02   
Income_$35,000-$49,999                              8.077604e-02   
Income_$50,000-$74,999                              2.163038e-01   
Income_$75,000 or more                             -2.355169e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                           -7.431322e-17   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                          -7.431322e-17   
Age_65+                                             0.000000e+00   

                                                             PC8  \
HighBP                                             -1.322000e-01   
HighChol                                           -8.404157e-02   
CholCheck                                           1.505244e-02   
Smoker                                             -6.276562e-02   
Stroke                                             -1.273410e-02   
HeartDiseaseorAttack                               -1.370342e-02   
PhysActivity                                       -4.365715e-02   
Fruits                                             -4.923988e-02   
Veggies                                            -5.755819e-02   
HvyAlcoholConsump                                  -1.588765e-02   
AnyHealthcare                                       3.724970e-02   
NoDocbcCost                                        -3.769026e-02   
DiffWalk                                           -4.280787e-02   
BMI_Underweight                                     4.163336e-17   
BMI_Healthy weight                                 -8.697193e-17   
BMI_Overweight                                      5.551115e-17   
BMI_Class 1 Obesity                                 5.551115e-17   
BMI_Class 2 Obesity                                -0.000000e+00   
BMI_Class 3 Obesity                                -3.079134e-17   
GenHlth_Excellent                                  -2.304065e-01   
GenHlth_Very good                                  -9.896163e-03   
GenHlth_Good                                        3.288573e-01   
GenHlth_Fair                                       -3.887937e-02   
GenHlth_Poor                                       -4.967527e-02   
MentHlth_0                                          5.190066e-01   
MentHlth_1-5                                       -3.356184e-01   
MentHlth_6-10                                      -4.344721e-02   
MentHlth_11-15                                     -2.499700e-02   
MentHlth_16-20                                     -1.683991e-02   
MentHlth_21-25                                     -9.350953e-03   
MentHlth_26-30                                     -8.875310e-02   
PhysHlth_0                                         -4.246444e-01   
PhysHlth_1-5                                        4.430664e-01   
PhysHlth_6-10                                       1.109836e-02   
PhysHlth_11-15                                      9.849182e-03   
PhysHlth_16-20                                     -2.233277e-03   
PhysHlth_21-25                                     -5.356549e-04   
PhysHlth_26-30                                     -3.660059e-02   
Education_Never attended school or only kinderg... -4.079450e-04   
Education_Elementary                               -2.938381e-03   
Education_Some high school                         -1.371509e-03   
Education_High school graduate                     -2.616888e-02   
Education_Some college or technical school         -2.310647e-02   
Education_College graduate                          5.399319e-02   
Income_Less than $10,000                           -3.243734e-02   
Income_$10,000-$14,999                             -1.676771e-02   
Income_$15,000-$19,999                             -2.077236e-02   
Income_$20,000-$24,999                             -3.055936e-02   
Income_$25,000-$34,999                              2.982222e-03   
Income_$35,000-$49,999                              3.371711e-02   
Income_$50,000-$74,999                             -4.588061e-02   
Income_$75,000 or more                              1.097180e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                            5.979485e-18   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                           5.979485e-18   
Age_65+                                            -0.000000e+00   

                                                             PC9  \
HighBP                                             -2.462225e-02   
HighChol                                           -1.722404e-01   
CholCheck                                           2.006423e-03   
Smoker                                              5.420448e-01   
Stroke                                              8.751204e-04   
HeartDiseaseorAttack                               -7.557963e-03   
PhysActivity                                        9.482305e-02   
Fruits                                              8.116090e-02   
Veggies                                             1.193391e-01   
HvyAlcoholConsump                                   5.778093e-02   
AnyHealthcare                                       2.921801e-02   
NoDocbcCost                                        -2.708246e-02   
DiffWalk                                           -4.672426e-02   
BMI_Underweight                                    -1.040834e-17   
BMI_Healthy weight                                  2.502836e-16   
BMI_Overweight                                      2.775558e-17   
BMI_Class 1 Obesity                                -9.974660e-18   
BMI_Class 2 Obesity                                -7.632783e-17   
BMI_Class 3 Obesity                                 8.326673e-17   
GenHlth_Excellent                                  -1.292264e-01   
GenHlth_Very good                                  -2.561699e-02   
GenHlth_Good                                        2.948359e-01   
GenHlth_Fair                                       -1.078560e-01   
GenHlth_Poor                                       -3.213651e-02   
MentHlth_0                                         -1.509965e-01   
MentHlth_1-5                                        1.379116e-01   
MentHlth_6-10                                       9.910296e-03   
MentHlth_11-15                                      8.675961e-03   
MentHlth_16-20                                     -5.631150e-04   
MentHlth_21-25                                     -2.613097e-03   
MentHlth_26-30                                     -2.325123e-03   
PhysHlth_0                                          8.432635e-02   
PhysHlth_1-5                                       -2.124815e-02   
PhysHlth_6-10                                      -7.563018e-03   
PhysHlth_11-15                                     -4.371358e-03   
PhysHlth_16-20                                      3.333086e-04   
PhysHlth_21-25                                     -2.109927e-03   
PhysHlth_26-30                                     -4.936721e-02   
Education_Never attended school or only kinderg...  8.297151e-05   
Education_Elementary                               -5.546089e-03   
Education_Some high school                         -3.733422e-03   
Education_High school graduate                      5.468964e-02   
Education_Some college or technical school          9.061630e-02   
Education_College graduate                         -1.361094e-01   
Income_Less than $10,000                           -1.090051e-02   
Income_$10,000-$14,999                             -4.911019e-03   
Income_$15,000-$19,999                             -1.721768e-02   
Income_$20,000-$24,999                             -1.548097e-02   
Income_$25,000-$34,999                             -3.403114e-02   
Income_$35,000-$49,999                             -8.615699e-02   
Income_$50,000-$74,999                             -3.720636e-01   
Income_$75,000 or more                              5.407619e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            1.556730e-16   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           1.556730e-16   
Age_65+                                             0.000000e+00   

                                                            PC10  ...  \
HighBP                                              1.515920e-01  ...   
HighChol                                           -2.514778e-01  ...   
CholCheck                                          -1.228144e-02  ...   
Smoker                                              4.474379e-01  ...   
Stroke                                              2.124794e-02  ...   
HeartDiseaseorAttack                                3.004035e-02  ...   
PhysActivity                                       -1.023078e-01  ...   
Fruits                                             -4.622770e-02  ...   
Veggies                                             1.160054e-01  ...   
HvyAlcoholConsump                                   3.908491e-02  ...   
AnyHealthcare                                      -1.107979e-02  ...   
NoDocbcCost                                         2.822607e-02  ...   
DiffWalk                                            1.055320e-01  ...   
BMI_Underweight                                     1.665335e-16  ...   
BMI_Healthy weight                                  1.673422e-16  ...   
BMI_Overweight                                      2.081668e-17  ...   
BMI_Class 1 Obesity                                 1.110223e-16  ...   
BMI_Class 2 Obesity                                 0.000000e+00  ...   
BMI_Class 3 Obesity                                -2.775558e-17  ...   
GenHlth_Excellent                                  -1.509850e-01  ...   
GenHlth_Very good                                  -1.625944e-02  ...   
GenHlth_Good                                        1.300203e-01  ...   
GenHlth_Fair                                       -2.086843e-02  ...   
GenHlth_Poor                                        5.809260e-02  ...   
MentHlth_0                                          6.119981e-02  ...   
MentHlth_1-5                                       -9.595278e-02  ...   
MentHlth_6-10                                       5.424282e-03  ...   
MentHlth_11-15                                      4.035500e-03  ...   
MentHlth_16-20                                      4.524762e-03  ...   
MentHlth_21-25                                     -2.822920e-03  ...   
MentHlth_26-30                                      2.359135e-02  ...   
PhysHlth_0                                          7.462441e-02  ...   
PhysHlth_1-5                                       -1.606771e-01  ...   
PhysHlth_6-10                                      -4.265533e-03  ...   
PhysHlth_11-15                                      1.064974e-02  ...   
PhysHlth_16-20                                      1.545851e-03  ...   
PhysHlth_21-25                                      2.222815e-03  ...   
PhysHlth_26-30                                      7.589980e-02  ...   
Education_Never attended school or only kinderg...  6.357426e-04  ...   
Education_Elementary                                1.116727e-02  ...   
Education_Some high school                          5.596687e-02  ...   
Education_High school graduate                     -4.571160e-01  ...   
Education_Some college or technical school         -1.057322e-01  ...   
Education_College graduate                          4.950783e-01  ...   
Income_Less than $10,000                            2.097719e-02  ...   
Income_$10,000-$14,999                              2.080503e-03  ...   
Income_$15,000-$19,999                              8.268017e-03  ...   
Income_$20,000-$24,999                              1.197549e-03  ...   
Income_$25,000-$34,999                              1.505815e-02  ...   
Income_$35,000-$49,999                              2.125273e-02  ...   
Income_$50,000-$74,999                              1.955038e-01  ...   
Income_$75,000 or more                             -2.643379e-01  ...   
Sex_Female                                          0.000000e+00  ...   
Sex_Male                                            1.581116e-16  ...   
Age_18-29                                           0.000000e+00  ...   
Age_30-49                                           0.000000e+00  ...   
Age_50-64                                           1.581116e-16  ...   
Age_65+                                             0.000000e+00  ...   

                                                            PC49  PC50  PC51  \
HighBP                                             -0.000000e+00   0.0  -0.0   
HighChol                                           -9.288338e-30   0.0  -0.0   
CholCheck                                          -1.017415e-28   0.0  -0.0   
Smoker                                             -1.009796e-27   0.0  -0.0   
Stroke                                              1.099968e-27   0.0  -0.0   
HeartDiseaseorAttack                                5.213449e-29   0.0  -0.0   
PhysActivity                                        1.662230e-30   0.0  -0.0   
Fruits                                             -4.832325e-29   0.0  -0.0   
Veggies                                            -1.936035e-28   0.0  -0.0   
HvyAlcoholConsump                                   5.405736e-28   0.0  -0.0   
AnyHealthcare                                       2.871643e-28   0.0  -0.0   
NoDocbcCost                                        -7.342929e-29   0.0  -0.0   
DiffWalk                                            1.944117e-28   0.0  -0.0   
BMI_Underweight                                     1.957798e-14   0.0  -0.0   
BMI_Healthy weight                                  1.765477e-13   0.0  -0.0   
BMI_Overweight                                     -4.133411e-15   0.0  -0.0   
BMI_Class 1 Obesity                                 5.371196e-14   0.0  -0.0   
BMI_Class 2 Obesity                                 5.163186e-15   0.0  -0.0   
BMI_Class 3 Obesity                                -3.750005e-13   0.0  -0.0   
GenHlth_Excellent                                   6.484745e-16   0.0  -0.0   
GenHlth_Very good                                   6.484745e-16   0.0  -0.0   
GenHlth_Good                                        6.484745e-16   0.0  -0.0   
GenHlth_Fair                                        6.484745e-16   0.0  -0.0   
GenHlth_Poor                                        6.484745e-16   0.0  -0.0   
MentHlth_0                                          5.657288e-14   0.0  -0.0   
MentHlth_1-5                                        5.657288e-14   0.0  -0.0   
MentHlth_6-10                                       5.657288e-14   0.0  -0.0   
MentHlth_11-15                                      5.657288e-14   0.0  -0.0   
MentHlth_16-20                                      5.657288e-14   0.0  -0.0   
MentHlth_21-25                                      5.657288e-14   0.0  -0.0   
MentHlth_26-30                                      5.657288e-14   0.0  -0.0   
PhysHlth_0                                          3.930695e-13   0.0  -0.0   
PhysHlth_1-5                                        3.930695e-13   0.0  -0.0   
PhysHlth_6-10                                       3.930695e-13   0.0  -0.0   
PhysHlth_11-15                                      3.930695e-13   0.0  -0.0   
PhysHlth_16-20                                      3.930695e-13   0.0  -0.0   
PhysHlth_21-25                                      3.930695e-13   0.0  -0.0   
PhysHlth_26-30                                      3.930695e-13   0.0  -0.0   
Education_Never attended school or only kinderg... -4.516415e-13   0.0  -0.0   
Education_Elementary                               -4.516415e-13   0.0  -0.0   
Education_Some high school                         -4.516415e-13   0.0  -0.0   
Education_High school graduate                     -4.516415e-13   0.0  -0.0   
Education_Some college or technical school         -4.516415e-13   0.0  -0.0   
Education_College graduate                         -4.516415e-13   0.0  -0.0   
Income_Less than $10,000                            1.410518e-13   0.0  -0.0   
Income_$10,000-$14,999                              1.410518e-13   0.0  -0.0   
Income_$15,000-$19,999                              1.410518e-13   0.0  -0.0   
Income_$20,000-$24,999                              1.410518e-13   0.0  -0.0   
Income_$25,000-$34,999                              1.410518e-13   0.0  -0.0   
Income_$35,000-$49,999                              1.410518e-13   0.0  -0.0   
Income_$50,000-$74,999                              1.410518e-13   0.0  -0.0   
Income_$75,000 or more                              1.410518e-13   0.0  -0.0   
Sex_Female                                          1.000000e+00   0.0  -0.0   
Sex_Male                                           -1.996087e-07   0.0  -0.0   
Age_18-29                                          -0.000000e+00   0.0   1.0   
Age_30-49                                          -0.000000e+00   0.0  -0.0   
Age_50-64                                           1.996116e-07   0.0  -0.0   
Age_65+                                            -0.000000e+00   1.0  -0.0   

                                                    PC52          PC53  \
HighBP                                               0.0 -0.000000e+00   
HighChol                                             0.0  1.021264e-17   
CholCheck                                            0.0  5.229177e-18   
Smoker                                               0.0 -3.440011e-16   
Stroke                                               0.0  5.575243e-16   
HeartDiseaseorAttack                                 0.0  1.065085e-16   
PhysActivity                                         0.0 -8.435498e-17   
Fruits                                               0.0 -3.771343e-17   
Veggies                                              0.0 -1.232503e-16   
HvyAlcoholConsump                                    0.0  1.493347e-16   
AnyHealthcare                                        0.0  1.874827e-16   
NoDocbcCost                                          0.0 -5.367177e-17   
DiffWalk                                             0.0 -1.196910e-16   
BMI_Underweight                                      0.0 -5.767853e-02   
BMI_Healthy weight                                   0.0  6.981156e-02   
BMI_Overweight                                       0.0 -1.847967e-02   
BMI_Class 1 Obesity                                  0.0  4.670721e-02   
BMI_Class 2 Obesity                                  0.0  5.062348e-02   
BMI_Class 3 Obesity                                  0.0 -1.049841e-01   
GenHlth_Excellent                                    0.0  1.670833e-02   
GenHlth_Very good                                    0.0  1.670833e-02   
GenHlth_Good                                         0.0  1.670833e-02   
GenHlth_Fair                                         0.0  1.670833e-02   
GenHlth_Poor                                         0.0  1.670833e-02   
MentHlth_0                                           0.0  1.023996e-01   
MentHlth_1-5                                         0.0  1.023996e-01   
MentHlth_6-10                                        0.0  1.023996e-01   
MentHlth_11-15                                       0.0  1.023996e-01   
MentHlth_16-20                                       0.0  1.023996e-01   
MentHlth_21-25                                       0.0  1.023996e-01   
MentHlth_26-30                                       0.0  1.023996e-01   
PhysHlth_0                                           0.0  1.822667e-01   
PhysHlth_1-5                                         0.0  1.822667e-01   
PhysHlth_6-10                                        0.0  1.822667e-01   
PhysHlth_11-15                                       0.0  1.822667e-01   
PhysHlth_16-20                                       0.0  1.822667e-01   
PhysHlth_21-25                                       0.0  1.822667e-01   
PhysHlth_26-30                                       0.0  1.822667e-01   
Education_Never attended school or only kinderg...   0.0 -2.236941e-01   
Education_Elementary                                 0.0 -2.236941e-01   
Education_Some high school                           0.0 -2.236941e-01   
Education_High school graduate                       0.0 -2.236941e-01   
Education_Some college or technical school           0.0 -2.236941e-01   
Education_College graduate                           0.0 -2.236941e-01   
Income_Less than $10,000                             0.0  1.014441e-01   
Income_$10,000-$14,999                               0.0  1.014441e-01   
Income_$15,000-$19,999                               0.0  1.014441e-01   
Income_$20,000-$24,999                               0.0  1.014441e-01   
Income_$25,000-$34,999                               0.0  1.014441e-01   
Income_$35,000-$49,999                               0.0  1.014441e-01   
Income_$50,000-$74,999                               0.0  1.014441e-01   
Income_$75,000 or more                               0.0  1.014441e-01   
Sex_Female                                           0.0 -1.110223e-16   
Sex_Male                                             0.0  3.780185e-01   
Age_18-29                                            0.0 -0.000000e+00   
Age_30-49                                            1.0 -0.000000e+00   
Age_50-64                                            0.0  3.780065e-01   
Age_65+                                              0.0 -0.000000e+00   

                                                            PC54  \
HighBP                                             -0.000000e+00   
HighChol                                            3.574423e-17   
CholCheck                                           3.048457e-16   
Smoker                                             -8.019367e-17   
Stroke                                             -6.241045e-16   
HeartDiseaseorAttack                                2.164017e-16   
PhysActivity                                        1.276351e-16   
Fruits                                              1.288789e-17   
Veggies                                            -1.287429e-16   
HvyAlcoholConsump                                   3.396421e-17   
AnyHealthcare                                       3.258785e-16   
NoDocbcCost                                         3.235052e-16   
DiffWalk                                           -1.056882e-17   
BMI_Underweight                                    -1.289203e-01   
BMI_Healthy weight                                  2.182617e-01   
BMI_Overweight                                      2.321747e-01   
BMI_Class 1 Obesity                                -1.292996e-01   
BMI_Class 2 Obesity                                 3.181079e-01   
BMI_Class 3 Obesity                                 2.848185e-01   
GenHlth_Excellent                                   1.018455e-01   
GenHlth_Very good                                   1.018455e-01   
GenHlth_Good                                        1.018455e-01   
GenHlth_Fair                                        1.018455e-01   
GenHlth_Poor                                        1.018455e-01   
MentHlth_0                                          1.829406e-01   
MentHlth_1-5                                        1.829406e-01   
MentHlth_6-10                                       1.829406e-01   
MentHlth_11-15                                      1.829406e-01   
MentHlth_16-20                                      1.829406e-01   
MentHlth_21-25                                      1.829406e-01   
MentHlth_26-30                                      1.829406e-01   
PhysHlth_0                                         -1.337586e-01   
PhysHlth_1-5                                       -1.337586e-01   
PhysHlth_6-10                                      -1.337586e-01   
PhysHlth_11-15                                     -1.337586e-01   
PhysHlth_16-20                                     -1.337586e-01   
PhysHlth_21-25                                     -1.337586e-01   
PhysHlth_26-30                                     -1.337586e-01   
Education_Never attended school or only kinderg... -3.946542e-02   
Education_Elementary                               -3.946542e-02   
Education_Some high school                         -3.946542e-02   
Education_High school graduate                     -3.946542e-02   
Education_Some college or technical school         -3.946542e-02   
Education_College graduate                         -3.946542e-02   
Income_Less than $10,000                           -1.647808e-01   
Income_$10,000-$14,999                             -1.647808e-01   
Income_$15,000-$19,999                             -1.647808e-01   
Income_$20,000-$24,999                             -1.647808e-01   
Income_$25,000-$34,999                             -1.647808e-01   
Income_$35,000-$49,999                             -1.647808e-01   
Income_$50,000-$74,999                             -1.647808e-01   
Income_$75,000 or more                             -1.647808e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                            1.497730e-01   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                           1.497731e-01   
Age_65+                                            -0.000000e+00   

                                                            PC55  \
HighBP                                              0.000000e+00   
HighChol                                            3.957396e-17   
CholCheck                                          -1.853073e-16   
Smoker                                              9.504957e-17   
Stroke                                             -6.221993e-16   
HeartDiseaseorAttack                               -1.715676e-16   
PhysActivity                                        1.464770e-16   
Fruits                                              1.615799e-18   
Veggies                                            -4.989883e-17   
HvyAlcoholConsump                                   3.159316e-16   
AnyHealthcare                                       2.382556e-16   
NoDocbcCost                                         3.686377e-17   
DiffWalk                                           -2.001031e-16   
BMI_Underweight                                     4.467598e-01   
BMI_Healthy weight                                  1.976070e-01   
BMI_Overweight                                      3.681274e-01   
BMI_Class 1 Obesity                                -1.592279e-01   
BMI_Class 2 Obesity                                 1.261801e-01   
BMI_Class 3 Obesity                                 5.408089e-02   
GenHlth_Excellent                                  -4.752902e-02   
GenHlth_Very good                                  -4.752902e-02   
GenHlth_Good                                       -4.752902e-02   
GenHlth_Fair                                       -4.752902e-02   
GenHlth_Poor                                       -4.752902e-02   
MentHlth_0                                         -1.620543e-01   
MentHlth_1-5                                       -1.620543e-01   
MentHlth_6-10                                      -1.620543e-01   
MentHlth_11-15                                     -1.620543e-01   
MentHlth_16-20                                     -1.620543e-01   
MentHlth_21-25                                     -1.620543e-01   
MentHlth_26-30                                     -1.620543e-01   
PhysHlth_0                                         -5.641732e-02   
PhysHlth_1-5                                       -5.641732e-02   
PhysHlth_6-10                                      -5.641732e-02   
PhysHlth_11-15                                     -5.641732e-02   
PhysHlth_16-20                                     -5.641732e-02   
PhysHlth_21-25                                     -5.641732e-02   
PhysHlth_26-30                                     -5.641732e-02   
Education_Never attended school or only kinderg... -2.359983e-01   
Education_Elementary                               -2.359983e-01   
Education_Some high school                         -2.359983e-01   
Education_High school graduate                     -2.359983e-01   
Education_Some college or technical school         -2.359983e-01   
Education_College graduate                         -2.359983e-01   
Income_Less than $10,000                           -9.247987e-03   
Income_$10,000-$14,999                             -9.247987e-03   
Income_$15,000-$19,999                             -9.247987e-03   
Income_$20,000-$24,999                             -9.247987e-03   
Income_$25,000-$34,999                             -9.247987e-03   
Income_$35,000-$49,999                             -9.247987e-03   
Income_$50,000-$74,999                             -9.247987e-03   
Income_$75,000 or more                             -9.247987e-03   
Sex_Female                                          1.110223e-16   
Sex_Male                                           -1.211975e-01   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                          -1.211979e-01   
Age_65+                                             0.000000e+00   

                                                            PC56  \
HighBP                                              0.000000e+00   
HighChol                                           -3.127620e-17   
CholCheck                                          -2.249791e-16   
Smoker                                             -2.103233e-17   
Stroke                                              2.406338e-16   
HeartDiseaseorAttack                               -6.021453e-17   
PhysActivity                                        2.451640e-20   
Fruits                                             -1.090931e-17   
Veggies                                            -1.866190e-16   
HvyAlcoholConsump                                  -1.935892e-16   
AnyHealthcare                                      -8.939430e-17   
NoDocbcCost                                        -1.986963e-16   
DiffWalk                                            1.790677e-16   
BMI_Underweight                                    -4.735509e-02   
BMI_Healthy weight                                 -2.145955e-02   
BMI_Overweight                                     -8.687443e-02   
BMI_Class 1 Obesity                                 4.622558e-01   
BMI_Class 2 Obesity                                 3.506652e-01   
BMI_Class 3 Obesity                                -3.156114e-01   
GenHlth_Excellent                                   3.032065e-01   
GenHlth_Very good                                   3.032065e-01   
GenHlth_Good                                        3.032065e-01   
GenHlth_Fair                                        3.032065e-01   
GenHlth_Poor                                        3.032065e-01   
MentHlth_0                                         -9.783388e-02   
MentHlth_1-5                                       -9.783388e-02   
MentHlth_6-10                                      -9.783388e-02   
MentHlth_11-15                                     -9.783388e-02   
MentHlth_16-20                                     -9.783388e-02   
MentHlth_21-25                                     -9.783388e-02   
MentHlth_26-30                                     -9.783388e-02   
PhysHlth_0                                         -5.199494e-02   
PhysHlth_1-5                                       -5.199494e-02   
PhysHlth_6-10                                      -5.199494e-02   
PhysHlth_11-15                                     -5.199494e-02   
PhysHlth_16-20                                     -5.199494e-02   
PhysHlth_21-25                                     -5.199494e-02   
PhysHlth_26-30                                     -5.199494e-02   
Education_Never attended school or only kinderg... -2.859602e-02   
Education_Elementary                               -2.859602e-02   
Education_Some high school                         -2.859602e-02   
Education_High school graduate                     -2.859602e-02   
Education_Some college or technical school         -2.859602e-02   
Education_College graduate                         -2.859602e-02   
Income_Less than $10,000                            1.627999e-02   
Income_$10,000-$14,999                              1.627999e-02   
Income_$15,000-$19,999                              1.627999e-02   
Income_$20,000-$24,999                              1.627999e-02   
Income_$25,000-$34,999                              1.627999e-02   
Income_$35,000-$49,999                              1.627999e-02   
Income_$50,000-$74,999                              1.627999e-02   
Income_$75,000 or more                              1.627999e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                           -2.086277e-02   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                          -2.086275e-02   
Age_65+                                             0.000000e+00   

                                                            PC57          PC58  
HighBP                                             -0.000000e+00 -0.000000e+00  
HighChol                                            4.340370e-17 -3.063791e-17  
CholCheck                                           9.803640e-17 -1.410870e-17  
Smoker                                             -1.550585e-16 -1.353280e-16  
Stroke                                              4.286820e-16  1.237165e-16  
HeartDiseaseorAttack                               -1.019549e-16 -3.270760e-16  
PhysActivity                                       -6.900523e-17 -1.196983e-17  
Fruits                                              7.224702e-17  4.026671e-17  
Veggies                                             8.215839e-17 -6.459502e-18  
HvyAlcoholConsump                                   2.403992e-17  1.650735e-16  
AnyHealthcare                                      -1.203092e-16 -1.000300e-18  
NoDocbcCost                                         1.007366e-16 -1.666843e-16  
DiffWalk                                           -2.029960e-17  3.559562e-18  
BMI_Underweight                                     7.026486e-01 -3.728228e-01  
BMI_Healthy weight                                 -2.512413e-02  5.523234e-01  
BMI_Overweight                                      2.875568e-01  5.246277e-01  
BMI_Class 1 Obesity                                 3.147037e-01 -9.454522e-02  
BMI_Class 2 Obesity                                -1.869658e-02 -3.760792e-02  
BMI_Class 3 Obesity                                -1.544832e-01 -3.195903e-01  
GenHlth_Excellent                                   1.593573e-02  1.101889e-02  
GenHlth_Very good                                   1.593573e-02  1.101889e-02  
GenHlth_Good                                        1.593573e-02  1.101889e-02  
GenHlth_Fair                                        1.593573e-02  1.101889e-02  
GenHlth_Poor                                        1.593573e-02  1.101889e-02  
MentHlth_0                                          1.333801e-01 -4.856704e-02  
MentHlth_1-5                                        1.333801e-01 -4.856704e-02  
MentHlth_6-10                                       1.333801e-01 -4.856704e-02  
MentHlth_11-15                                      1.333801e-01 -4.856704e-02  
MentHlth_16-20                                      1.333801e-01 -4.856704e-02  
MentHlth_21-25                                      1.333801e-01 -4.856704e-02  
MentHlth_26-30                                      1.333801e-01 -4.856704e-02  
PhysHlth_0                                          1.005652e-01  1.052883e-01  
PhysHlth_1-5                                        1.005652e-01  1.052883e-01  
PhysHlth_6-10                                       1.005652e-01  1.052883e-01  
PhysHlth_11-15                                      1.005652e-01  1.052883e-01  
PhysHlth_16-20                                      1.005652e-01  1.052883e-01  
PhysHlth_21-25                                      1.005652e-01  1.052883e-01  
PhysHlth_26-30                                      1.005652e-01  1.052883e-01  
Education_Never attended school or only kinderg...  1.171705e-01  1.068808e-01  
Education_Elementary                                1.171705e-01  1.068808e-01  
Education_Some high school                          1.171705e-01  1.068808e-01  
Education_High school graduate                      1.171705e-01  1.068808e-01  
Education_Some college or technical school          1.171705e-01  1.068808e-01  
Education_College graduate                          1.171705e-01  1.068808e-01  
Income_Less than $10,000                           -5.054466e-02  3.340496e-03  
Income_$10,000-$14,999                             -5.054466e-02  3.340496e-03  
Income_$15,000-$19,999                             -5.054466e-02  3.340496e-03  
Income_$20,000-$24,999                             -5.054466e-02  3.340496e-03  
Income_$25,000-$34,999                             -5.054466e-02  3.340496e-03  
Income_$35,000-$49,999                             -5.054466e-02  3.340496e-03  
Income_$50,000-$74,999                             -5.054466e-02  3.340496e-03  
Income_$75,000 or more                             -5.054466e-02  3.340496e-03  
Sex_Female                                         -0.000000e+00 -0.000000e+00  
Sex_Male                                           -1.235252e-02 -4.933786e-02  
Age_18-29                                          -0.000000e+00 -0.000000e+00  
Age_30-49                                          -0.000000e+00 -0.000000e+00  
Age_50-64                                          -1.235253e-02 -4.933809e-02  
Age_65+                                            -0.000000e+00 -0.000000e+00  

[58 rows x 58 columns]

PCA Results for Subset_27:
        PC1       PC2       PC3       PC4       PC5       PC6       PC7  \
0 -0.242526  0.984773  0.434139 -0.250309 -0.794897  0.034676 -0.128981   
1 -0.433563  1.172041  0.546313 -0.436465 -0.002640 -0.767025 -0.351495   
2 -1.665026 -0.989818 -0.015537  0.244936 -0.305171  0.142106  0.833618   
3 -1.064648 -0.508406  0.014126  0.648364  0.478683  0.528886 -0.651891   
4 -0.070771  0.000448 -0.173354  1.035605  0.423847  0.341432  0.832300   

        PC8       PC9      PC10  ...  PC49  PC50  PC51  PC52          PC53  \
0  0.040823 -0.452089 -0.469419  ...   0.0   0.0   0.0   0.0  2.220446e-16   
1  0.049510  0.032427  0.124075  ...   0.0   0.0   0.0   0.0 -2.220446e-16   
2  0.027190  0.444979 -0.364817  ...   0.0   0.0   0.0   0.0 -2.220446e-16   
3  0.073973 -0.218065  0.433325  ...   0.0   0.0   0.0   0.0 -2.220446e-16   
4  0.142324  0.129792  0.841057  ...   0.0   0.0   0.0   0.0 -2.220446e-16   

           PC54          PC55          PC56          PC57          PC58  
0 -2.220446e-16 -1.110223e-16  4.163336e-17  3.885781e-16  4.440892e-16  
1  3.330669e-16  0.000000e+00  1.942890e-16 -3.885781e-16  2.220446e-16  
2 -1.110223e-16 -1.110223e-16 -1.387779e-17  3.885781e-16  3.330669e-16  
3  1.110223e-16  3.330669e-16 -5.551115e-17  0.000000e+00  7.771561e-16  
4  2.220446e-16 -1.110223e-16 -2.220446e-16 -1.110223e-16  3.330669e-16  

[5 rows x 58 columns]
No description has been provided for this image
For Subset_27, retain 25 components to explain 90% of the variance.


Explained Variance for Subset_28:
[1.39873177e-01 8.45067608e-02 7.53706924e-02 5.92680326e-02
 5.65878169e-02 5.45542829e-02 4.80345492e-02 4.47539807e-02
 4.19850631e-02 4.00690294e-02 3.74892230e-02 3.16460966e-02
 2.90945703e-02 2.29819195e-02 1.97068964e-02 1.87213964e-02
 1.75123319e-02 1.63160101e-02 1.53729752e-02 1.42995042e-02
 1.19749550e-02 1.13537907e-02 1.10148927e-02 1.02061389e-02
 9.41239520e-03 9.00387408e-03 8.51542727e-03 7.76452558e-03
 7.30057806e-03 6.81970627e-03 6.53248099e-03 6.11271532e-03
 5.20068906e-03 4.71767126e-03 4.12609734e-03 3.61400402e-03
 2.86471442e-03 1.91798780e-03 1.80850757e-03 1.45304097e-03
 1.41498105e-04 1.64506856e-17 1.23666405e-17 5.45877991e-18
 2.58028493e-18 3.35712346e-19 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00]

Cumulative Variance for Subset_28:
[0.13987318 0.22437994 0.29975063 0.35901866 0.41560648 0.47016076
 0.51819531 0.56294929 0.60493436 0.64500339 0.68249261 0.71413871
 0.74323328 0.7662152  0.78592209 0.80464349 0.82215582 0.83847183
 0.85384481 0.86814431 0.88011926 0.89147306 0.90248795 0.91269409
 0.92210648 0.93111036 0.93962578 0.94739031 0.95469089 0.96151059
 0.96804307 0.97415579 0.97935648 0.98407415 0.98820025 0.99181425
 0.99467897 0.99659695 0.99840546 0.9998585  1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.        ]

Loadings for Subset_28:
                                                             PC1  \
HighBP                                             -1.651957e-01   
HighChol                                           -1.724872e-01   
CholCheck                                           7.738745e-03   
Smoker                                             -2.760152e-01   
Stroke                                             -3.046643e-02   
HeartDiseaseorAttack                               -4.829130e-02   
PhysActivity                                        1.772496e-01   
Fruits                                              1.778056e-01   
Veggies                                             1.098487e-01   
HvyAlcoholConsump                                   1.817182e-04   
AnyHealthcare                                       4.124918e-02   
NoDocbcCost                                        -1.078996e-01   
DiffWalk                                           -1.718419e-01   
BMI_Underweight                                    -2.067952e-25   
BMI_Healthy weight                                 -2.918525e-19   
BMI_Overweight                                     -3.231174e-27   
BMI_Class 1 Obesity                                 4.038968e-28   
BMI_Class 2 Obesity                                 5.048710e-29   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                   3.143192e-01   
GenHlth_Very good                                   3.507486e-02   
GenHlth_Good                                       -1.552658e-01   
GenHlth_Fair                                       -1.232712e-01   
GenHlth_Poor                                       -7.085695e-02   
MentHlth_0                                          2.555988e-01   
MentHlth_1-5                                       -7.452767e-02   
MentHlth_6-10                                      -4.154522e-02   
MentHlth_11-15                                     -3.000369e-02   
MentHlth_16-20                                     -1.658282e-02   
MentHlth_21-25                                     -7.777540e-03   
MentHlth_26-30                                     -8.516181e-02   
PhysHlth_0                                          3.046775e-01   
PhysHlth_1-5                                       -9.332633e-02   
PhysHlth_6-10                                      -3.923182e-02   
PhysHlth_11-15                                     -3.328872e-02   
PhysHlth_16-20                                     -1.823538e-02   
PhysHlth_21-25                                     -9.426433e-03   
PhysHlth_26-30                                     -1.111688e-01   
Education_Never attended school or only kinderg... -5.002334e-04   
Education_Elementary                               -1.101990e-02   
Education_Some high school                         -2.946922e-02   
Education_High school graduate                     -1.878450e-01   
Education_Some college or technical school         -1.816479e-01   
Education_College graduate                          4.104822e-01   
Income_Less than $10,000                           -5.911070e-02   
Income_$10,000-$14,999                             -4.886177e-02   
Income_$15,000-$19,999                             -5.295289e-02   
Income_$20,000-$24,999                             -5.371129e-02   
Income_$25,000-$34,999                             -6.156759e-02   
Income_$35,000-$49,999                             -6.228165e-02   
Income_$50,000-$74,999                             -4.143724e-02   
Income_$75,000 or more                              3.799231e-01   
Sex_Female                                         -2.918525e-19   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                          -2.918525e-19   
Age_65+                                             0.000000e+00   

                                                             PC2  \
HighBP                                              3.347020e-02   
HighChol                                            1.212150e-01   
CholCheck                                           2.489667e-02   
Smoker                                             -1.035514e-01   
Stroke                                              7.148540e-03   
HeartDiseaseorAttack                                1.044044e-02   
PhysActivity                                        3.580543e-02   
Fruits                                              3.780363e-02   
Veggies                                             3.240551e-02   
HvyAlcoholConsump                                   1.612621e-02   
AnyHealthcare                                       2.824255e-02   
NoDocbcCost                                         1.589006e-02   
DiffWalk                                            4.294106e-02   
BMI_Underweight                                     5.421011e-20   
BMI_Healthy weight                                  1.109202e-19   
BMI_Overweight                                     -6.776264e-21   
BMI_Class 1 Obesity                                -2.541099e-21   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                 5.293956e-23   
GenHlth_Excellent                                  -2.329536e-01   
GenHlth_Very good                                   2.006403e-01   
GenHlth_Good                                       -1.401798e-02   
GenHlth_Fair                                        2.977232e-02   
GenHlth_Poor                                        1.655896e-02   
MentHlth_0                                         -4.242199e-01   
MentHlth_1-5                                        3.173589e-01   
MentHlth_6-10                                       3.866272e-02   
MentHlth_11-15                                      1.738745e-02   
MentHlth_16-20                                      1.127435e-02   
MentHlth_21-25                                      3.849667e-03   
MentHlth_26-30                                      3.568682e-02   
PhysHlth_0                                         -3.936137e-01   
PhysHlth_1-5                                        2.946145e-01   
PhysHlth_6-10                                       3.169948e-02   
PhysHlth_11-15                                      1.787332e-02   
PhysHlth_16-20                                      7.939097e-03   
PhysHlth_21-25                                      4.979956e-03   
PhysHlth_26-30                                      3.650729e-02   
Education_Never attended school or only kinderg... -3.905232e-04   
Education_Elementary                               -3.879165e-04   
Education_Some high school                         -6.359093e-03   
Education_High school graduate                     -1.521308e-01   
Education_Some college or technical school         -2.682347e-01   
Education_College graduate                          4.275030e-01   
Income_Less than $10,000                           -5.424254e-03   
Income_$10,000-$14,999                             -8.469548e-04   
Income_$15,000-$19,999                             -1.173838e-02   
Income_$20,000-$24,999                             -1.362811e-02   
Income_$25,000-$34,999                             -3.552448e-02   
Income_$35,000-$49,999                             -6.955723e-02   
Income_$50,000-$74,999                             -8.628211e-02   
Income_$75,000 or more                              2.230015e-01   
Sex_Female                                          1.044375e-19   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           1.044375e-19   
Age_65+                                             0.000000e+00   

                                                             PC3  \
HighBP                                             -2.703624e-02   
HighChol                                           -3.020177e-02   
CholCheck                                          -2.328548e-03   
Smoker                                              1.765109e-02   
Stroke                                             -1.662989e-02   
HeartDiseaseorAttack                               -2.786606e-02   
PhysActivity                                        4.599398e-02   
Fruits                                              1.408037e-02   
Veggies                                             1.841136e-02   
HvyAlcoholConsump                                   1.300739e-03   
AnyHealthcare                                       2.981369e-03   
NoDocbcCost                                        -4.919964e-02   
DiffWalk                                           -1.059414e-01   
BMI_Underweight                                     4.336809e-19   
BMI_Healthy weight                                 -2.875042e-19   
BMI_Overweight                                      0.000000e+00   
BMI_Class 1 Obesity                                 1.355253e-20   
BMI_Class 2 Obesity                                -3.388132e-21   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                  -4.833854e-01   
GenHlth_Very good                                   7.766520e-01   
GenHlth_Good                                       -1.591396e-01   
GenHlth_Fair                                       -8.591881e-02   
GenHlth_Poor                                       -4.820815e-02   
MentHlth_0                                          1.074322e-01   
MentHlth_1-5                                       -2.366714e-02   
MentHlth_6-10                                      -1.391927e-02   
MentHlth_11-15                                     -8.822295e-03   
MentHlth_16-20                                     -9.846568e-03   
MentHlth_21-25                                     -3.959115e-03   
MentHlth_26-30                                     -4.721783e-02   
PhysHlth_0                                          2.154623e-01   
PhysHlth_1-5                                       -7.377038e-02   
PhysHlth_6-10                                      -2.357343e-02   
PhysHlth_11-15                                     -1.977757e-02   
PhysHlth_16-20                                     -1.092649e-02   
PhysHlth_21-25                                     -6.535863e-03   
PhysHlth_26-30                                     -8.087854e-02   
Education_Never attended school or only kinderg...  5.465535e-05   
Education_Elementary                               -6.522228e-03   
Education_Some high school                         -1.329554e-02   
Education_High school graduate                      1.327891e-02   
Education_Some college or technical school          1.181357e-01   
Education_College graduate                         -1.116515e-01   
Income_Less than $10,000                           -3.049452e-02   
Income_$10,000-$14,999                             -2.016890e-02   
Income_$15,000-$19,999                             -1.984835e-02   
Income_$20,000-$24,999                             -1.225524e-02   
Income_$25,000-$34,999                              3.257191e-03   
Income_$35,000-$49,999                              2.121331e-02   
Income_$50,000-$74,999                              7.220511e-02   
Income_$75,000 or more                             -1.390860e-02   
Sex_Female                                         -3.125374e-19   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                          -3.125374e-19   
Age_65+                                             0.000000e+00   

                                                             PC4  \
HighBP                                             -1.941415e-01   
HighChol                                           -1.985304e-01   
CholCheck                                          -1.271345e-02   
Smoker                                             -9.238778e-02   
Stroke                                             -1.672637e-02   
HeartDiseaseorAttack                               -3.155130e-02   
PhysActivity                                        1.258603e-01   
Fruits                                              1.523590e-01   
Veggies                                             8.144623e-02   
HvyAlcoholConsump                                   4.848903e-03   
AnyHealthcare                                       7.523424e-03   
NoDocbcCost                                        -1.111396e-02   
DiffWalk                                           -6.694084e-02   
BMI_Underweight                                    -6.938894e-18   
BMI_Healthy weight                                 -3.480885e-19   
BMI_Overweight                                     -0.000000e+00   
BMI_Class 1 Obesity                                 1.734723e-18   
BMI_Class 2 Obesity                                 8.673617e-19   
BMI_Class 3 Obesity                                 2.168404e-19   
GenHlth_Excellent                                   1.915232e-01   
GenHlth_Very good                                  -1.875134e-02   
GenHlth_Good                                       -1.106442e-01   
GenHlth_Fair                                       -3.921983e-02   
GenHlth_Poor                                       -2.290784e-02   
MentHlth_0                                         -4.184060e-01   
MentHlth_1-5                                        3.956873e-01   
MentHlth_6-10                                       2.043238e-02   
MentHlth_11-15                                      8.547581e-03   
MentHlth_16-20                                     -9.950346e-04   
MentHlth_21-25                                      7.259966e-04   
MentHlth_26-30                                     -5.992210e-03   
PhysHlth_0                                          6.097206e-02   
PhysHlth_1-5                                        6.021730e-03   
PhysHlth_6-10                                      -7.128497e-03   
PhysHlth_11-15                                     -1.144207e-02   
PhysHlth_16-20                                     -2.361579e-03   
PhysHlth_21-25                                     -3.023008e-03   
PhysHlth_26-30                                     -4.303863e-02   
Education_Never attended school or only kinderg... -5.977340e-04   
Education_Elementary                               -7.829655e-03   
Education_Some high school                         -2.165508e-02   
Education_High school graduate                     -1.926193e-01   
Education_Some college or technical school          5.502041e-01   
Education_College graduate                         -3.275023e-01   
Income_Less than $10,000                           -3.034795e-02   
Income_$10,000-$14,999                             -1.154891e-02   
Income_$15,000-$19,999                             -1.597822e-02   
Income_$20,000-$24,999                             -1.520508e-02   
Income_$25,000-$34,999                             -8.513396e-03   
Income_$35,000-$49,999                             -1.136557e-02   
Income_$50,000-$74,999                             -5.244269e-02   
Income_$75,000 or more                              1.454018e-01   
Sex_Female                                         -4.500137e-19   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -4.500137e-19   
Age_65+                                            -0.000000e+00   

                                                             PC5  \
HighBP                                              5.545319e-02   
HighChol                                            5.765852e-02   
CholCheck                                           2.125542e-02   
Smoker                                              1.186305e-01   
Stroke                                              5.139373e-03   
HeartDiseaseorAttack                                1.067355e-02   
PhysActivity                                       -4.107262e-02   
Fruits                                             -5.864628e-02   
Veggies                                            -1.180430e-02   
HvyAlcoholConsump                                   1.678683e-02   
AnyHealthcare                                       2.809955e-02   
NoDocbcCost                                        -3.009813e-02   
DiffWalk                                            4.291658e-02   
BMI_Underweight                                     5.551115e-17   
BMI_Healthy weight                                  3.249868e-18   
BMI_Overweight                                      5.551115e-17   
BMI_Class 1 Obesity                                -0.000000e+00   
BMI_Class 2 Obesity                                -1.387779e-17   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                  -9.782551e-02   
GenHlth_Very good                                  -8.065559e-04   
GenHlth_Good                                        6.146343e-02   
GenHlth_Fair                                        2.378238e-02   
GenHlth_Poor                                        1.338625e-02   
MentHlth_0                                          3.271427e-01   
MentHlth_1-5                                       -2.981385e-01   
MentHlth_6-10                                      -1.233359e-02   
MentHlth_11-15                                     -7.265634e-03   
MentHlth_16-20                                     -3.110020e-03   
MentHlth_21-25                                     -7.802860e-04   
MentHlth_26-30                                     -5.514666e-03   
PhysHlth_0                                         -3.032728e-01   
PhysHlth_1-5                                        2.315428e-01   
PhysHlth_6-10                                       2.201011e-02   
PhysHlth_11-15                                      7.243788e-03   
PhysHlth_16-20                                      3.563382e-03   
PhysHlth_21-25                                      1.316888e-03   
PhysHlth_26-30                                      3.759579e-02   
Education_Never attended school or only kinderg... -7.803874e-05   
Education_Elementary                               -6.633783e-04   
Education_Some high school                         -1.530260e-03   
Education_High school graduate                     -1.183964e-01   
Education_Some college or technical school          3.026141e-01   
Education_College graduate                         -1.819460e-01   
Income_Less than $10,000                            2.148842e-03   
Income_$10,000-$14,999                             -8.914616e-04   
Income_$15,000-$19,999                             -9.759549e-03   
Income_$20,000-$24,999                             -1.251989e-02   
Income_$25,000-$34,999                             -3.561819e-02   
Income_$35,000-$49,999                             -1.160814e-01   
Income_$50,000-$74,999                             -3.845075e-01   
Income_$75,000 or more                              5.572292e-01   
Sex_Female                                          1.594465e-19   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                           1.594465e-19   
Age_65+                                            -0.000000e+00   

                                                             PC6  \
HighBP                                              6.363001e-02   
HighChol                                            1.354890e-01   
CholCheck                                          -2.434076e-03   
Smoker                                              4.033157e-01   
Stroke                                              8.682911e-03   
HeartDiseaseorAttack                                1.366971e-02   
PhysActivity                                       -9.173903e-02   
Fruits                                             -2.988175e-01   
Veggies                                            -9.899588e-02   
HvyAlcoholConsump                                   7.877797e-02   
AnyHealthcare                                      -7.051377e-03   
NoDocbcCost                                        -4.475351e-04   
DiffWalk                                            2.732563e-02   
BMI_Underweight                                     0.000000e+00   
BMI_Healthy weight                                 -3.600225e-17   
BMI_Overweight                                     -5.551115e-17   
BMI_Class 1 Obesity                                 5.551115e-17   
BMI_Class 2 Obesity                                 1.387779e-17   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                   1.028631e-02   
GenHlth_Very good                                  -1.347826e-02   
GenHlth_Good                                       -2.697410e-02   
GenHlth_Fair                                        7.493007e-03   
GenHlth_Poor                                        2.267305e-02   
MentHlth_0                                         -2.650012e-01   
MentHlth_1-5                                        1.678053e-01   
MentHlth_6-10                                       2.318566e-02   
MentHlth_11-15                                      1.249565e-02   
MentHlth_16-20                                      9.168533e-03   
MentHlth_21-25                                      3.345597e-03   
MentHlth_26-30                                      4.900050e-02   
PhysHlth_0                                          3.864780e-01   
PhysHlth_1-5                                       -3.886151e-01   
PhysHlth_6-10                                      -1.543039e-02   
PhysHlth_11-15                                     -6.790648e-03   
PhysHlth_16-20                                      3.406658e-03   
PhysHlth_21-25                                     -1.091230e-03   
PhysHlth_26-30                                      2.204267e-02   
Education_Never attended school or only kinderg...  1.451036e-05   
Education_Elementary                               -2.541569e-04   
Education_Some high school                          1.314566e-02   
Education_High school graduate                      1.545748e-01   
Education_Some college or technical school         -1.748943e-01   
Education_College graduate                          7.413434e-03   
Income_Less than $10,000                            1.774725e-02   
Income_$10,000-$14,999                              1.108487e-02   
Income_$15,000-$19,999                              9.119959e-03   
Income_$20,000-$24,999                             -2.966869e-04   
Income_$25,000-$34,999                             -1.827643e-02   
Income_$35,000-$49,999                             -6.409244e-02   
Income_$50,000-$74,999                             -3.205356e-01   
Income_$75,000 or more                              3.652491e-01   
Sex_Female                                          2.118163e-19   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           2.118163e-19   
Age_65+                                             0.000000e+00   

                                                             PC7  \
HighBP                                              3.254703e-01   
HighChol                                            7.330331e-01   
CholCheck                                           5.158080e-02   
Smoker                                             -2.909478e-01   
Stroke                                              1.642116e-02   
HeartDiseaseorAttack                                3.627525e-02   
PhysActivity                                        3.274946e-02   
Fruits                                              2.135812e-01   
Veggies                                             4.633355e-02   
HvyAlcoholConsump                                  -3.290173e-02   
AnyHealthcare                                       1.873837e-02   
NoDocbcCost                                        -1.029972e-02   
DiffWalk                                            6.953217e-03   
BMI_Underweight                                    -6.938894e-18   
BMI_Healthy weight                                  5.587390e-18   
BMI_Overweight                                     -6.938894e-18   
BMI_Class 1 Obesity                                 6.938894e-18   
BMI_Class 2 Obesity                                -3.469447e-18   
BMI_Class 3 Obesity                                 3.469447e-18   
GenHlth_Excellent                                  -6.835713e-02   
GenHlth_Very good                                  -7.246146e-02   
GenHlth_Good                                        1.392449e-01   
GenHlth_Fair                                        3.127179e-03   
GenHlth_Poor                                       -1.553530e-03   
MentHlth_0                                         -4.710284e-03   
MentHlth_1-5                                        6.801701e-03   
MentHlth_6-10                                      -4.294684e-03   
MentHlth_11-15                                     -2.969895e-03   
MentHlth_16-20                                      3.673882e-03   
MentHlth_21-25                                     -1.509620e-03   
MentHlth_26-30                                      3.008901e-03   
PhysHlth_0                                          1.988576e-01   
PhysHlth_1-5                                       -1.994251e-01   
PhysHlth_6-10                                      -3.240235e-03   
PhysHlth_11-15                                      7.442848e-03   
PhysHlth_16-20                                     -9.638083e-04   
PhysHlth_21-25                                      9.880872e-04   
PhysHlth_26-30                                     -3.659411e-03   
Education_Never attended school or only kinderg...  2.997860e-04   
Education_Elementary                                7.179448e-03   
Education_Some high school                          5.078391e-03   
Education_High school graduate                     -2.490328e-01   
Education_Some college or technical school          2.115729e-01   
Education_College graduate                          2.490221e-02   
Income_Less than $10,000                           -1.602880e-03   
Income_$10,000-$14,999                             -7.942679e-04   
Income_$15,000-$19,999                             -1.650465e-03   
Income_$20,000-$24,999                             -1.189160e-02   
Income_$25,000-$34,999                             -1.193047e-02   
Income_$35,000-$49,999                             -3.593291e-03   
Income_$50,000-$74,999                              2.785258e-02   
Income_$75,000 or more                              3.610399e-03   
Sex_Female                                          6.383893e-19   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                           6.383893e-19   
Age_65+                                            -0.000000e+00   

                                                             PC8  \
HighBP                                              1.259969e-02   
HighChol                                            8.223740e-02   
CholCheck                                           2.134653e-03   
Smoker                                              7.478024e-01   
Stroke                                              4.380211e-03   
HeartDiseaseorAttack                                1.614352e-02   
PhysActivity                                        1.099328e-01   
Fruits                                              4.804289e-01   
Veggies                                             2.059861e-01   
HvyAlcoholConsump                                   8.575780e-02   
AnyHealthcare                                      -2.650638e-03   
NoDocbcCost                                         2.292024e-02   
DiffWalk                                            2.647351e-02   
BMI_Underweight                                     1.387779e-17   
BMI_Healthy weight                                 -6.501096e-17   
BMI_Overweight                                     -1.734723e-16   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                 1.110223e-16   
GenHlth_Excellent                                   8.232850e-02   
GenHlth_Very good                                   1.445881e-02   
GenHlth_Good                                       -1.335536e-01   
GenHlth_Fair                                        1.841012e-02   
GenHlth_Poor                                        1.835614e-02   
MentHlth_0                                          3.376018e-02   
MentHlth_1-5                                       -5.637339e-02   
MentHlth_6-10                                      -4.162557e-03   
MentHlth_11-15                                      6.190561e-03   
MentHlth_16-20                                      4.423533e-03   
MentHlth_21-25                                      9.401974e-04   
MentHlth_26-30                                      1.522148e-02   
PhysHlth_0                                         -3.853015e-02   
PhysHlth_1-5                                        7.878117e-03   
PhysHlth_6-10                                       3.407574e-04   
PhysHlth_11-15                                      1.804741e-03   
PhysHlth_16-20                                      2.261011e-03   
PhysHlth_21-25                                      1.073181e-03   
PhysHlth_26-30                                      2.517234e-02   
Education_Never attended school or only kinderg...  4.286311e-04   
Education_Elementary                               -4.487444e-03   
Education_Some high school                         -3.332466e-03   
Education_High school graduate                     -2.213633e-01   
Education_Some college or technical school          5.592768e-02   
Education_College graduate                          1.728269e-01   
Income_Less than $10,000                           -7.813046e-03   
Income_$10,000-$14,999                              5.654097e-03   
Income_$15,000-$19,999                             -6.041085e-03   
Income_$20,000-$24,999                             -4.527452e-03   
Income_$25,000-$34,999                             -8.468531e-03   
Income_$35,000-$49,999                             -1.184259e-02   
Income_$50,000-$74,999                              1.270129e-01   
Income_$75,000 or more                             -9.397435e-02   
Sex_Female                                          3.049268e-19   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           3.049268e-19   
Age_65+                                             0.000000e+00   

                                                             PC9  \
HighBP                                              3.633452e-02   
HighChol                                           -1.614407e-01   
CholCheck                                           2.819847e-03   
Smoker                                             -4.868068e-02   
Stroke                                             -6.957298e-03   
HeartDiseaseorAttack                               -1.665841e-02   
PhysActivity                                        8.241658e-02   
Fruits                                              5.790818e-01   
Veggies                                             1.373485e-01   
HvyAlcoholConsump                                  -1.182800e-02   
AnyHealthcare                                      -1.172421e-02   
NoDocbcCost                                        -5.735217e-03   
DiffWalk                                           -5.642960e-02   
BMI_Underweight                                    -5.551115e-17   
BMI_Healthy weight                                 -8.247380e-17   
BMI_Overweight                                      8.326673e-17   
BMI_Class 1 Obesity                                -1.110223e-16   
BMI_Class 2 Obesity                                -0.000000e+00   
BMI_Class 3 Obesity                                -1.665335e-16   
GenHlth_Excellent                                  -2.468128e-01   
GenHlth_Very good                                  -1.048536e-01   
GenHlth_Good                                        4.755485e-01   
GenHlth_Fair                                       -7.779056e-02   
GenHlth_Poor                                       -4.609152e-02   
MentHlth_0                                         -2.545201e-02   
MentHlth_1-5                                        8.281536e-02   
MentHlth_6-10                                      -4.572316e-03   
MentHlth_11-15                                     -4.938401e-03   
MentHlth_16-20                                     -3.849988e-03   
MentHlth_21-25                                     -4.311813e-03   
MentHlth_26-30                                     -3.969084e-02   
PhysHlth_0                                          7.398134e-02   
PhysHlth_1-5                                       -1.630967e-02   
PhysHlth_6-10                                       1.400084e-02   
PhysHlth_11-15                                     -6.106066e-05   
PhysHlth_16-20                                     -9.442789e-03   
PhysHlth_21-25                                     -1.681237e-03   
PhysHlth_26-30                                     -6.048742e-02   
Education_Never attended school or only kinderg...  9.150303e-06   
Education_Elementary                               -2.229733e-03   
Education_Some high school                         -4.105469e-03   
Education_High school graduate                      3.838771e-01   
Education_Some college or technical school         -2.023394e-01   
Education_College graduate                         -1.752116e-01   
Income_Less than $10,000                           -9.340230e-03   
Income_$10,000-$14,999                             -1.216697e-02   
Income_$15,000-$19,999                              9.997849e-03   
Income_$20,000-$24,999                              1.614350e-02   
Income_$25,000-$34,999                              3.526194e-02   
Income_$35,000-$49,999                              4.661759e-02   
Income_$50,000-$74,999                             -2.069147e-01   
Income_$75,000 or more                              1.204010e-01   
Sex_Female                                         -3.354035e-19   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -3.354035e-19   
Age_65+                                            -0.000000e+00   

                                                            PC10  ...  PC49  \
HighBP                                             -5.732388e-02  ...   0.0   
HighChol                                           -1.815112e-01  ...   0.0   
CholCheck                                          -1.328751e-02  ...   0.0   
Smoker                                              1.779693e-01  ...   0.0   
Stroke                                             -1.822986e-02  ...   0.0   
HeartDiseaseorAttack                               -3.607225e-02  ...   0.0   
PhysActivity                                        3.371977e-02  ...   0.0   
Fruits                                             -3.091112e-01  ...   0.0   
Veggies                                            -3.865332e-02  ...   0.0   
HvyAlcoholConsump                                   5.646522e-02  ...   0.0   
AnyHealthcare                                       6.334003e-03  ...   0.0   
NoDocbcCost                                        -3.097043e-02  ...   0.0   
DiffWalk                                           -1.379047e-01  ...   0.0   
BMI_Underweight                                    -5.551115e-17  ...   0.0   
BMI_Healthy weight                                  3.196853e-17  ...   0.0   
BMI_Overweight                                      1.110223e-16  ...   0.0   
BMI_Class 1 Obesity                                -1.110223e-16  ...   0.0   
BMI_Class 2 Obesity                                 4.163336e-17  ...   0.0   
BMI_Class 3 Obesity                                -8.326673e-17  ...   0.0   
GenHlth_Excellent                                  -2.373397e-01  ...   0.0   
GenHlth_Very good                                  -1.335520e-01  ...   0.0   
GenHlth_Good                                        6.290492e-01  ...   0.0   
GenHlth_Fair                                       -1.661084e-01  ...   0.0   
GenHlth_Poor                                       -9.204909e-02  ...   0.0   
MentHlth_0                                          2.672498e-02  ...   0.0   
MentHlth_1-5                                        6.564411e-02  ...   0.0   
MentHlth_6-10                                      -1.190621e-02  ...   0.0   
MentHlth_11-15                                     -6.043785e-03  ...   0.0   
MentHlth_16-20                                      5.551285e-04  ...   0.0   
MentHlth_21-25                                     -3.102187e-03  ...   0.0   
MentHlth_26-30                                     -7.187203e-02  ...   0.0   
PhysHlth_0                                          1.343475e-01  ...   0.0   
PhysHlth_1-5                                        3.119599e-02  ...   0.0   
PhysHlth_6-10                                      -1.331828e-02  ...   0.0   
PhysHlth_11-15                                     -1.294821e-03  ...   0.0   
PhysHlth_16-20                                     -1.217674e-02  ...   0.0   
PhysHlth_21-25                                     -9.511339e-03  ...   0.0   
PhysHlth_26-30                                     -1.292423e-01  ...   0.0   
Education_Never attended school or only kinderg... -5.901453e-04  ...   0.0   
Education_Elementary                               -8.435876e-03  ...   0.0   
Education_Some high school                          2.492734e-03  ...   0.0   
Education_High school graduate                     -3.834507e-01  ...   0.0   
Education_Some college or technical school          1.645203e-01  ...   0.0   
Education_College graduate                          2.254637e-01  ...   0.0   
Income_Less than $10,000                           -3.901776e-02  ...   0.0   
Income_$10,000-$14,999                             -3.201304e-02  ...   0.0   
Income_$15,000-$19,999                             -2.654085e-02  ...   0.0   
Income_$20,000-$24,999                             -7.658953e-03  ...   0.0   
Income_$25,000-$34,999                             -3.795632e-03  ...   0.0   
Income_$35,000-$49,999                             -1.445106e-02  ...   0.0   
Income_$50,000-$74,999                              1.624196e-01  ...   0.0   
Income_$75,000 or more                             -3.894232e-02  ...   0.0   
Sex_Female                                         -7.610152e-19  ...   0.0   
Sex_Male                                           -0.000000e+00  ...   0.0   
Age_18-29                                          -0.000000e+00  ...   0.0   
Age_30-49                                          -0.000000e+00  ...   1.0   
Age_50-64                                          -7.610152e-19  ...   0.0   
Age_65+                                            -0.000000e+00  ...   0.0   

                                                    PC50          PC51  \
HighBP                                               0.0 -0.000000e+00   
HighChol                                             0.0  3.218076e-24   
CholCheck                                            0.0 -1.174929e-23   
Smoker                                               0.0  9.695076e-25   
Stroke                                               0.0 -1.950945e-24   
HeartDiseaseorAttack                                 0.0 -1.022295e-24   
PhysActivity                                         0.0  2.551713e-24   
Fruits                                               0.0  1.413032e-24   
Veggies                                              0.0 -4.066679e-24   
HvyAlcoholConsump                                    0.0 -4.718153e-24   
AnyHealthcare                                        0.0 -1.947068e-23   
NoDocbcCost                                          0.0 -5.956753e-24   
DiffWalk                                             0.0  3.184394e-23   
BMI_Underweight                                      0.0 -9.735001e-10   
BMI_Healthy weight                                   0.0 -1.489681e-09   
BMI_Overweight                                       0.0  1.228352e-09   
BMI_Class 1 Obesity                                  0.0 -2.296093e-09   
BMI_Class 2 Obesity                                  0.0  5.520136e-09   
BMI_Class 3 Obesity                                  0.0 -5.532912e-09   
GenHlth_Excellent                                    0.0  2.854752e-09   
GenHlth_Very good                                    0.0  2.854752e-09   
GenHlth_Good                                         0.0  2.854752e-09   
GenHlth_Fair                                         0.0  2.854752e-09   
GenHlth_Poor                                         0.0  2.854752e-09   
MentHlth_0                                           0.0 -1.718831e-09   
MentHlth_1-5                                         0.0 -1.718831e-09   
MentHlth_6-10                                        0.0 -1.718831e-09   
MentHlth_11-15                                       0.0 -1.718831e-09   
MentHlth_16-20                                       0.0 -1.718831e-09   
MentHlth_21-25                                       0.0 -1.718831e-09   
MentHlth_26-30                                       0.0 -1.718831e-09   
PhysHlth_0                                           0.0 -1.411651e-09   
PhysHlth_1-5                                         0.0 -1.411651e-09   
PhysHlth_6-10                                        0.0 -1.411651e-09   
PhysHlth_11-15                                       0.0 -1.411651e-09   
PhysHlth_16-20                                       0.0 -1.411651e-09   
PhysHlth_21-25                                       0.0 -1.411651e-09   
PhysHlth_26-30                                       0.0 -1.411651e-09   
Education_Never attended school or only kinderg...   0.0 -4.549366e-10   
Education_Elementary                                 0.0 -4.549366e-10   
Education_Some high school                           0.0 -4.549366e-10   
Education_High school graduate                       0.0 -4.549366e-10   
Education_Some college or technical school           0.0 -4.549366e-10   
Education_College graduate                           0.0 -4.549366e-10   
Income_Less than $10,000                             0.0  4.596153e-09   
Income_$10,000-$14,999                               0.0  4.596153e-09   
Income_$15,000-$19,999                               0.0  4.596153e-09   
Income_$20,000-$24,999                               0.0  4.596153e-09   
Income_$25,000-$34,999                               0.0  4.596153e-09   
Income_$35,000-$49,999                               0.0  4.596153e-09   
Income_$50,000-$74,999                               0.0  4.596153e-09   
Income_$75,000 or more                               0.0  4.596153e-09   
Sex_Female                                           0.0  7.071068e-01   
Sex_Male                                             0.0 -0.000000e+00   
Age_18-29                                            1.0 -0.000000e+00   
Age_30-49                                            0.0 -0.000000e+00   
Age_50-64                                            0.0 -7.071068e-01   
Age_65+                                              0.0 -0.000000e+00   

                                                            PC52  \
HighBP                                              0.000000e+00   
HighChol                                            1.423382e-16   
CholCheck                                          -2.811701e-16   
Smoker                                              4.125155e-17   
Stroke                                              3.627565e-17   
HeartDiseaseorAttack                               -1.290115e-16   
PhysActivity                                        1.364869e-16   
Fruits                                              1.002379e-16   
Veggies                                            -2.527664e-16   
HvyAlcoholConsump                                  -5.388194e-17   
AnyHealthcare                                      -3.276827e-16   
NoDocbcCost                                        -2.487911e-16   
DiffWalk                                           -7.345859e-17   
BMI_Underweight                                     2.372340e-01   
BMI_Healthy weight                                 -3.050769e-01   
BMI_Overweight                                     -3.155747e-02   
BMI_Class 1 Obesity                                -2.305357e-01   
BMI_Class 2 Obesity                                 2.299049e-01   
BMI_Class 3 Obesity                                -3.053708e-01   
GenHlth_Excellent                                   1.645848e-01   
GenHlth_Very good                                   1.645848e-01   
GenHlth_Good                                        1.645848e-01   
GenHlth_Fair                                        1.645848e-01   
GenHlth_Poor                                        1.645848e-01   
MentHlth_0                                         -3.083718e-02   
MentHlth_1-5                                       -3.083718e-02   
MentHlth_6-10                                      -3.083718e-02   
MentHlth_11-15                                     -3.083718e-02   
MentHlth_16-20                                     -3.083718e-02   
MentHlth_21-25                                     -3.083718e-02   
MentHlth_26-30                                     -3.083718e-02   
PhysHlth_0                                         -1.299423e-02   
PhysHlth_1-5                                       -1.299423e-02   
PhysHlth_6-10                                      -1.299423e-02   
PhysHlth_11-15                                     -1.299423e-02   
PhysHlth_16-20                                     -1.299423e-02   
PhysHlth_21-25                                     -1.299423e-02   
PhysHlth_26-30                                     -1.299423e-02   
Education_Never attended school or only kinderg...  3.988316e-02   
Education_Elementary                                3.988316e-02   
Education_Some high school                          3.988316e-02   
Education_High school graduate                      3.988316e-02   
Education_Some college or technical school          3.988316e-02   
Education_College graduate                          3.988316e-02   
Income_Less than $10,000                            1.211127e-01   
Income_$10,000-$14,999                              1.211127e-01   
Income_$15,000-$19,999                              1.211127e-01   
Income_$20,000-$24,999                              1.211127e-01   
Income_$25,000-$34,999                              1.211127e-01   
Income_$35,000-$49,999                              1.211127e-01   
Income_$50,000-$74,999                              1.211127e-01   
Income_$75,000 or more                              1.211127e-01   
Sex_Female                                          4.360209e-01   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           4.360209e-01   
Age_65+                                             0.000000e+00   

                                                            PC53  \
HighBP                                              0.000000e+00   
HighChol                                           -2.944929e-17   
CholCheck                                           4.812710e-17   
Smoker                                             -4.179341e-17   
Stroke                                             -4.389107e-17   
HeartDiseaseorAttack                                1.477971e-16   
PhysActivity                                        2.032338e-17   
Fruits                                             -7.009359e-17   
Veggies                                             7.097646e-17   
HvyAlcoholConsump                                  -6.330067e-17   
AnyHealthcare                                      -1.746017e-16   
NoDocbcCost                                        -8.426709e-17   
DiffWalk                                            8.677006e-18   
BMI_Underweight                                     3.100261e-01   
BMI_Healthy weight                                  1.195504e-01   
BMI_Overweight                                     -2.603884e-02   
BMI_Class 1 Obesity                                 1.549241e-02   
BMI_Class 2 Obesity                                 3.895175e-01   
BMI_Class 3 Obesity                                 5.687216e-01   
GenHlth_Excellent                                   2.194099e-02   
GenHlth_Very good                                   2.194099e-02   
GenHlth_Good                                        2.194099e-02   
GenHlth_Fair                                        2.194099e-02   
GenHlth_Poor                                        2.194099e-02   
MentHlth_0                                         -6.768891e-02   
MentHlth_1-5                                       -6.768891e-02   
MentHlth_6-10                                      -6.768891e-02   
MentHlth_11-15                                     -6.768891e-02   
MentHlth_16-20                                     -6.768891e-02   
MentHlth_21-25                                     -6.768891e-02   
MentHlth_26-30                                     -6.768891e-02   
PhysHlth_0                                          1.293733e-01   
PhysHlth_1-5                                        1.293733e-01   
PhysHlth_6-10                                       1.293733e-01   
PhysHlth_11-15                                      1.293733e-01   
PhysHlth_16-20                                      1.293733e-01   
PhysHlth_21-25                                      1.293733e-01   
PhysHlth_26-30                                      1.293733e-01   
Education_Never attended school or only kinderg... -8.404181e-02   
Education_Elementary                               -8.404181e-02   
Education_Some high school                         -8.404181e-02   
Education_High school graduate                     -8.404181e-02   
Education_Some college or technical school         -8.404181e-02   
Education_College graduate                         -8.404181e-02   
Income_Less than $10,000                           -1.312656e-01   
Income_$10,000-$14,999                             -1.312656e-01   
Income_$15,000-$19,999                             -1.312656e-01   
Income_$20,000-$24,999                             -1.312656e-01   
Income_$25,000-$34,999                             -1.312656e-01   
Income_$35,000-$49,999                             -1.312656e-01   
Income_$50,000-$74,999                             -1.312656e-01   
Income_$75,000 or more                             -1.312656e-01   
Sex_Female                                          2.020400e-01   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           2.020400e-01   
Age_65+                                             0.000000e+00   

                                                            PC54  \
HighBP                                              0.000000e+00   
HighChol                                           -7.853143e-17   
CholCheck                                           5.167376e-16   
Smoker                                             -9.578113e-17   
Stroke                                             -4.956750e-16   
HeartDiseaseorAttack                               -4.050185e-16   
PhysActivity                                        1.325829e-16   
Fruits                                             -2.244736e-16   
Veggies                                             7.205949e-18   
HvyAlcoholConsump                                   6.343943e-17   
AnyHealthcare                                      -4.863019e-16   
NoDocbcCost                                        -1.742232e-16   
DiffWalk                                            9.494152e-17   
BMI_Underweight                                     1.367058e-01   
BMI_Healthy weight                                 -6.225048e-02   
BMI_Overweight                                      6.685449e-02   
BMI_Class 1 Obesity                                -3.930234e-02   
BMI_Class 2 Obesity                                 3.716247e-01   
BMI_Class 3 Obesity                                 1.216933e-01   
GenHlth_Excellent                                   9.788181e-03   
GenHlth_Very good                                   9.788181e-03   
GenHlth_Good                                        9.788181e-03   
GenHlth_Fair                                        9.788181e-03   
GenHlth_Poor                                        9.788181e-03   
MentHlth_0                                          7.628033e-02   
MentHlth_1-5                                        7.628033e-02   
MentHlth_6-10                                       7.628033e-02   
MentHlth_11-15                                      7.628033e-02   
MentHlth_16-20                                      7.628033e-02   
MentHlth_21-25                                      7.628033e-02   
MentHlth_26-30                                      7.628033e-02   
PhysHlth_0                                         -3.146754e-01   
PhysHlth_1-5                                       -3.146754e-01   
PhysHlth_6-10                                      -3.146754e-01   
PhysHlth_11-15                                     -3.146754e-01   
PhysHlth_16-20                                     -3.146754e-01   
PhysHlth_21-25                                     -3.146754e-01   
PhysHlth_26-30                                     -3.146754e-01   
Education_Never attended school or only kinderg...  2.402405e-02   
Education_Elementary                                2.402405e-02   
Education_Some high school                          2.402405e-02   
Education_High school graduate                      2.402405e-02   
Education_Some college or technical school          2.402405e-02   
Education_College graduate                          2.402405e-02   
Income_Less than $10,000                           -9.809397e-02   
Income_$10,000-$14,999                             -9.809397e-02   
Income_$15,000-$19,999                             -9.809397e-02   
Income_$20,000-$24,999                             -9.809397e-02   
Income_$25,000-$34,999                             -9.809397e-02   
Income_$35,000-$49,999                             -9.809397e-02   
Income_$50,000-$74,999                             -9.809397e-02   
Income_$75,000 or more                             -9.809397e-02   
Sex_Female                                         -4.307979e-02   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                          -4.307979e-02   
Age_65+                                             0.000000e+00   

                                                            PC55  \
HighBP                                              4.291547e-17   
HighChol                                           -2.781442e-17   
CholCheck                                          -3.660383e-16   
Smoker                                             -1.124718e-17   
Stroke                                             -1.538996e-16   
HeartDiseaseorAttack                               -2.442014e-16   
PhysActivity                                        1.413613e-18   
Fruits                                             -4.408395e-17   
Veggies                                             3.379229e-16   
HvyAlcoholConsump                                  -2.367381e-16   
AnyHealthcare                                       3.699959e-16   
NoDocbcCost                                         2.736457e-16   
DiffWalk                                            4.728168e-17   
BMI_Underweight                                     1.267199e-01   
BMI_Healthy weight                                  2.381848e-01   
BMI_Overweight                                     -1.059219e-01   
BMI_Class 1 Obesity                                -2.543681e-02   
BMI_Class 2 Obesity                                 8.309565e-02   
BMI_Class 3 Obesity                                -5.573087e-02   
GenHlth_Excellent                                  -8.949253e-02   
GenHlth_Very good                                  -8.949253e-02   
GenHlth_Good                                       -8.949253e-02   
GenHlth_Fair                                       -8.949253e-02   
GenHlth_Poor                                       -8.949253e-02   
MentHlth_0                                          2.660672e-01   
MentHlth_1-5                                        2.660672e-01   
MentHlth_6-10                                       2.660672e-01   
MentHlth_11-15                                      2.660672e-01   
MentHlth_16-20                                      2.660672e-01   
MentHlth_21-25                                      2.660672e-01   
MentHlth_26-30                                      2.660672e-01   
PhysHlth_0                                          1.966348e-02   
PhysHlth_1-5                                        1.966348e-02   
PhysHlth_6-10                                       1.966348e-02   
PhysHlth_11-15                                      1.966348e-02   
PhysHlth_16-20                                      1.966348e-02   
PhysHlth_21-25                                      1.966348e-02   
PhysHlth_26-30                                      1.966348e-02   
Education_Never attended school or only kinderg... -2.131891e-01   
Education_Elementary                               -2.131891e-01   
Education_Some high school                         -2.131891e-01   
Education_High school graduate                     -2.131891e-01   
Education_Some college or technical school         -2.131891e-01   
Education_College graduate                         -2.131891e-01   
Income_Less than $10,000                            9.616669e-02   
Income_$10,000-$14,999                              9.616669e-02   
Income_$15,000-$19,999                              9.616669e-02   
Income_$20,000-$24,999                              9.616669e-02   
Income_$25,000-$34,999                              9.616669e-02   
Income_$35,000-$49,999                              9.616669e-02   
Income_$50,000-$74,999                              9.616669e-02   
Income_$75,000 or more                              9.616669e-02   
Sex_Female                                          1.008901e-01   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           1.008901e-01   
Age_65+                                             0.000000e+00   

                                                            PC56  \
HighBP                                              0.000000e+00   
HighChol                                            8.221259e-17   
CholCheck                                          -2.499796e-17   
Smoker                                             -3.893825e-17   
Stroke                                             -5.088243e-16   
HeartDiseaseorAttack                               -2.216011e-16   
PhysActivity                                        4.921486e-17   
Fruits                                             -7.829469e-17   
Veggies                                             8.926339e-17   
HvyAlcoholConsump                                  -4.152546e-17   
AnyHealthcare                                       5.432033e-16   
NoDocbcCost                                         3.437822e-16   
DiffWalk                                           -1.453232e-16   
BMI_Underweight                                     8.881815e-02   
BMI_Healthy weight                                  8.152699e-01   
BMI_Overweight                                      4.089226e-02   
BMI_Class 1 Obesity                                 7.567551e-02   
BMI_Class 2 Obesity                                 9.458822e-02   
BMI_Class 3 Obesity                                -3.659129e-01   
GenHlth_Excellent                                   1.668267e-01   
GenHlth_Very good                                   1.668267e-01   
GenHlth_Good                                        1.668267e-01   
GenHlth_Fair                                        1.668267e-01   
GenHlth_Poor                                        1.668267e-01   
MentHlth_0                                         -6.286970e-02   
MentHlth_1-5                                       -6.286970e-02   
MentHlth_6-10                                      -6.286970e-02   
MentHlth_11-15                                     -6.286970e-02   
MentHlth_16-20                                     -6.286970e-02   
MentHlth_21-25                                     -6.286970e-02   
MentHlth_26-30                                     -6.286970e-02   
PhysHlth_0                                         -2.260569e-02   
PhysHlth_1-5                                       -2.260569e-02   
PhysHlth_6-10                                      -2.260569e-02   
PhysHlth_11-15                                     -2.260569e-02   
PhysHlth_16-20                                     -2.260569e-02   
PhysHlth_21-25                                     -2.260569e-02   
PhysHlth_26-30                                     -2.260569e-02   
Education_Never attended school or only kinderg...  6.317217e-03   
Education_Elementary                                6.317217e-03   
Education_Some high school                          6.317217e-03   
Education_High school graduate                      6.317217e-03   
Education_Some college or technical school          6.317217e-03   
Education_College graduate                          6.317217e-03   
Income_Less than $10,000                           -2.732154e-02   
Income_$10,000-$14,999                             -2.732154e-02   
Income_$15,000-$19,999                             -2.732154e-02   
Income_$20,000-$24,999                             -2.732154e-02   
Income_$25,000-$34,999                             -2.732154e-02   
Income_$35,000-$49,999                             -2.732154e-02   
Income_$50,000-$74,999                             -2.732154e-02   
Income_$75,000 or more                             -2.732154e-02   
Sex_Female                                         -1.726117e-02   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                          -1.726117e-02   
Age_65+                                             0.000000e+00   

                                                            PC57          PC58  
HighBP                                              0.000000e+00  0.000000e+00  
HighChol                                            4.908214e-18  1.877392e-16  
CholCheck                                          -2.274164e-16 -4.715546e-16  
Smoker                                              1.283987e-16 -1.373115e-16  
Stroke                                              2.054734e-16  6.339187e-16  
HeartDiseaseorAttack                               -1.996504e-16 -5.098880e-17  
PhysActivity                                       -1.285801e-16 -2.608660e-17  
Fruits                                              1.658688e-16  7.282649e-17  
Veggies                                             4.534553e-17 -1.085802e-16  
HvyAlcoholConsump                                   9.917148e-17 -7.877332e-17  
AnyHealthcare                                      -1.903420e-16 -2.319059e-17  
NoDocbcCost                                        -6.128456e-17 -1.210417e-16  
DiffWalk                                            7.757718e-17  3.662429e-16  
BMI_Underweight                                     2.479011e-02 -1.873128e-01  
BMI_Healthy weight                                  2.089421e-01  4.811064e-02  
BMI_Overweight                                      3.519646e-01  6.909184e-02  
BMI_Class 1 Obesity                                -1.426479e-01 -9.448869e-02  
BMI_Class 2 Obesity                                 3.012093e-01 -3.477874e-01  
BMI_Class 3 Obesity                                 1.241540e-01  4.911213e-01  
GenHlth_Excellent                                  -1.110684e-01  3.033272e-01  
GenHlth_Very good                                  -1.110684e-01  3.033272e-01  
GenHlth_Good                                       -1.110684e-01  3.033272e-01  
GenHlth_Fair                                       -1.110684e-01  3.033272e-01  
GenHlth_Poor                                       -1.110684e-01  3.033272e-01  
MentHlth_0                                          1.101842e-01  1.246142e-01  
MentHlth_1-5                                        1.101842e-01  1.246142e-01  
MentHlth_6-10                                       1.101842e-01  1.246142e-01  
MentHlth_11-15                                      1.101842e-01  1.246142e-01  
MentHlth_16-20                                      1.101842e-01  1.246142e-01  
MentHlth_21-25                                      1.101842e-01  1.246142e-01  
MentHlth_26-30                                      1.101842e-01  1.246142e-01  
PhysHlth_0                                          8.378058e-02 -1.321517e-02  
PhysHlth_1-5                                        8.378058e-02 -1.321517e-02  
PhysHlth_6-10                                       8.378058e-02 -1.321517e-02  
PhysHlth_11-15                                      8.378058e-02 -1.321517e-02  
PhysHlth_16-20                                      8.378058e-02 -1.321517e-02  
PhysHlth_21-25                                      8.378058e-02 -1.321517e-02  
PhysHlth_26-30                                      8.378058e-02 -1.321517e-02  
Education_Never attended school or only kinderg...  2.792190e-01  3.700390e-02  
Education_Elementary                                2.792190e-01  3.700390e-02  
Education_Some high school                          2.792190e-01  3.700390e-02  
Education_High school graduate                      2.792190e-01  3.700390e-02  
Education_Some college or technical school          2.792190e-01  3.700390e-02  
Education_College graduate                          2.792190e-01  3.700390e-02  
Income_Less than $10,000                            7.207912e-02  3.259022e-02  
Income_$10,000-$14,999                              7.207912e-02  3.259022e-02  
Income_$15,000-$19,999                              7.207912e-02  3.259022e-02  
Income_$20,000-$24,999                              7.207912e-02  3.259022e-02  
Income_$25,000-$34,999                              7.207912e-02  3.259022e-02  
Income_$35,000-$49,999                              7.207912e-02  3.259022e-02  
Income_$50,000-$74,999                              7.207912e-02  3.259022e-02  
Income_$75,000 or more                              7.207912e-02  3.259022e-02  
Sex_Female                                         -1.043634e-02  5.841610e-03  
Sex_Male                                            0.000000e+00  0.000000e+00  
Age_18-29                                           0.000000e+00  0.000000e+00  
Age_30-49                                           0.000000e+00  0.000000e+00  
Age_50-64                                          -1.043634e-02  5.841610e-03  
Age_65+                                             0.000000e+00  0.000000e+00  

[58 rows x 58 columns]

PCA Results for Subset_28:
        PC1       PC2       PC3       PC4       PC5       PC6       PC7  \
0  0.145544  0.591279  0.612406 -0.208081  0.069500  1.024415 -0.233122   
1 -0.425792  0.271023 -0.364651 -0.327626 -0.524494  0.480538  0.580247   
2 -0.476443 -0.682248 -0.105498 -0.422280  0.014473  0.093358  0.163880   
3 -0.465702 -0.708421  0.892930 -0.452104 -0.187328  0.456074 -0.851269   
4 -1.135405 -0.334997 -0.617715  0.800611 -0.369702  0.723514  0.870631   

        PC8       PC9      PC10  ...  PC49  PC50  PC51          PC52  \
0  0.124391 -0.377064  0.351407  ...   0.0   0.0   0.0  5.551115e-16   
1  0.631310  0.450586  0.618008  ...   0.0   0.0   0.0  6.661338e-16   
2  0.401401  0.821982  0.624155  ...   0.0   0.0   0.0 -1.110223e-16   
3 -0.164073  0.039411 -0.135209  ...   0.0   0.0   0.0  1.110223e-16   
4  0.396172 -0.400902 -0.303137  ...   0.0   0.0   0.0  1.110223e-16   

           PC53          PC54          PC55          PC56          PC57  \
0 -3.330669e-16  5.551115e-16  0.000000e+00  1.110223e-15  1.443290e-15   
1  1.110223e-16 -1.665335e-16 -4.440892e-16 -4.440892e-16  7.771561e-16   
2 -3.330669e-16 -5.551115e-17  0.000000e+00 -2.220446e-16 -6.661338e-16   
3  5.551115e-17  3.330669e-16  0.000000e+00  3.330669e-16 -2.220446e-16   
4 -3.330669e-16 -1.387779e-15 -4.440892e-16 -7.771561e-16  3.330669e-16   

           PC58  
0  1.665335e-15  
1 -1.110223e-16  
2 -2.220446e-16  
3 -4.440892e-16  
4  7.771561e-16  

[5 rows x 58 columns]
No description has been provided for this image
For Subset_28, retain 23 components to explain 90% of the variance.


Explained Variance for Subset_29:
[1.32950762e-01 7.87412081e-02 6.81567070e-02 6.03729330e-02
 5.78799993e-02 5.17011365e-02 4.87829859e-02 4.61712064e-02
 4.46117214e-02 4.27892945e-02 4.09833036e-02 3.43866193e-02
 2.89765207e-02 2.84325084e-02 2.69434958e-02 1.82786460e-02
 1.72354614e-02 1.46076563e-02 1.41011994e-02 1.25685316e-02
 1.17050620e-02 1.12523377e-02 1.08460564e-02 1.01529428e-02
 9.91276593e-03 9.11381632e-03 8.32934433e-03 7.97681660e-03
 6.72299886e-03 6.54984801e-03 6.42495486e-03 5.74891415e-03
 5.70377928e-03 5.19977512e-03 4.57966673e-03 3.25949445e-03
 2.75829888e-03 2.37125138e-03 1.51288284e-03 1.03978943e-03
 1.67307452e-04 1.34058140e-17 6.97623332e-18 5.82995216e-18
 5.12729792e-18 3.05180417e-18 1.26955247e-18 6.01982743e-20
 6.63385111e-28 3.27101489e-34 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00]

Cumulative Variance for Subset_29:
[0.13295076 0.21169197 0.27984868 0.34022161 0.39810161 0.44980275
 0.49858573 0.54475694 0.58936866 0.63215795 0.67314126 0.70752788
 0.7365044  0.76493691 0.7918804  0.81015905 0.82739451 0.84200217
 0.85610336 0.8686719  0.88037696 0.8916293  0.90247535 0.9126283
 0.92254106 0.93165488 0.93998422 0.94796104 0.95468404 0.96123389
 0.96765884 0.97340775 0.97911153 0.98431131 0.98889098 0.99215047
 0.99490877 0.99728002 0.9987929  0.99983269 1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.        ]

Loadings for Subset_29:
                                                             PC1  \
HighBP                                             -2.072332e-01   
HighChol                                           -1.304841e-01   
CholCheck                                           5.518419e-03   
Smoker                                             -2.805688e-01   
Stroke                                             -3.907462e-02   
HeartDiseaseorAttack                               -9.373374e-02   
PhysActivity                                        1.902703e-01   
Fruits                                              1.713770e-01   
Veggies                                             1.310587e-01   
HvyAlcoholConsump                                  -2.124498e-02   
AnyHealthcare                                       5.185562e-02   
NoDocbcCost                                        -8.070212e-02   
DiffWalk                                           -1.755813e-01   
BMI_Underweight                                    -4.135903e-25   
BMI_Healthy weight                                  5.169879e-26   
BMI_Overweight                                      2.504217e-17   
BMI_Class 1 Obesity                                -4.038968e-28   
BMI_Class 2 Obesity                                 1.009742e-28   
BMI_Class 3 Obesity                                 1.893266e-29   
GenHlth_Excellent                                   1.771878e-01   
GenHlth_Very good                                   2.041324e-01   
GenHlth_Good                                       -1.760217e-01   
GenHlth_Fair                                       -1.269331e-01   
GenHlth_Poor                                       -7.836538e-02   
MentHlth_0                                          1.875612e-01   
MentHlth_1-5                                       -5.578865e-02   
MentHlth_6-10                                      -2.504233e-02   
MentHlth_11-15                                     -2.490255e-02   
MentHlth_16-20                                     -1.457702e-02   
MentHlth_21-25                                     -5.677913e-03   
MentHlth_26-30                                     -6.157271e-02   
PhysHlth_0                                          2.608560e-01   
PhysHlth_1-5                                       -6.561054e-02   
PhysHlth_6-10                                      -3.021565e-02   
PhysHlth_11-15                                     -2.804403e-02   
PhysHlth_16-20                                     -1.528854e-02   
PhysHlth_21-25                                     -9.607645e-03   
PhysHlth_26-30                                     -1.120896e-01   
Education_Never attended school or only kinderg... -7.422810e-04   
Education_Elementary                               -1.671996e-02   
Education_Some high school                         -3.741646e-02   
Education_High school graduate                     -2.263064e-01   
Education_Some college or technical school         -1.467942e-01   
Education_College graduate                          4.279793e-01   
Income_Less than $10,000                           -4.268558e-02   
Income_$10,000-$14,999                             -4.544124e-02   
Income_$15,000-$19,999                             -5.481365e-02   
Income_$20,000-$24,999                             -5.973171e-02   
Income_$25,000-$34,999                             -5.872141e-02   
Income_$35,000-$49,999                             -8.246918e-02   
Income_$50,000-$74,999                             -8.640808e-02   
Income_$75,000 or more                              4.302709e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            2.504217e-17   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           2.504217e-17   
Age_65+                                             0.000000e+00   

                                                             PC2  \
HighBP                                             -2.587881e-01   
HighChol                                           -3.213231e-01   
CholCheck                                          -4.625146e-02   
Smoker                                              7.566976e-02   
Stroke                                             -2.950733e-02   
HeartDiseaseorAttack                               -7.232964e-02   
PhysActivity                                       -4.238843e-02   
Fruits                                             -4.528875e-02   
Veggies                                            -4.563898e-02   
HvyAlcoholConsump                                   4.678046e-03   
AnyHealthcare                                      -3.354782e-02   
NoDocbcCost                                        -3.548353e-02   
DiffWalk                                           -1.178257e-01   
BMI_Underweight                                    -1.355253e-20   
BMI_Healthy weight                                  0.000000e+00   
BMI_Overweight                                     -1.084038e-17   
BMI_Class 1 Obesity                                 4.235165e-22   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                -2.646978e-23   
GenHlth_Excellent                                   8.407334e-02   
GenHlth_Very good                                   1.103496e-01   
GenHlth_Good                                       -5.855532e-02   
GenHlth_Fair                                       -7.845511e-02   
GenHlth_Poor                                       -5.741254e-02   
MentHlth_0                                          2.945640e-01   
MentHlth_1-5                                       -1.661176e-01   
MentHlth_6-10                                      -3.440872e-02   
MentHlth_11-15                                     -2.387895e-02   
MentHlth_16-20                                     -1.554797e-02   
MentHlth_21-25                                     -6.570874e-03   
MentHlth_26-30                                     -4.803992e-02   
PhysHlth_0                                          4.664620e-01   
PhysHlth_1-5                                       -2.903299e-01   
PhysHlth_6-10                                      -4.215035e-02   
PhysHlth_11-15                                     -2.530998e-02   
PhysHlth_16-20                                     -1.351553e-02   
PhysHlth_21-25                                     -6.906979e-03   
PhysHlth_26-30                                     -8.824927e-02   
Education_Never attended school or only kinderg... -2.073569e-04   
Education_Elementary                               -4.080871e-03   
Education_Some high school                         -8.937422e-03   
Education_High school graduate                      2.388627e-01   
Education_Some college or technical school          1.819051e-01   
Education_College graduate                         -4.075421e-01   
Income_Less than $10,000                           -1.259043e-02   
Income_$10,000-$14,999                             -1.416302e-02   
Income_$15,000-$19,999                             -9.496686e-03   
Income_$20,000-$24,999                              1.573083e-04   
Income_$25,000-$34,999                              2.590230e-02   
Income_$35,000-$49,999                              8.515965e-02   
Income_$50,000-$74,999                              1.398976e-01   
Income_$75,000 or more                             -2.148667e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                           -1.083832e-17   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                          -1.083832e-17   
Age_65+                                             0.000000e+00   

                                                             PC3  \
HighBP                                              9.849060e-02   
HighChol                                            1.347489e-01   
CholCheck                                           7.463567e-03   
Smoker                                              7.468754e-02   
Stroke                                              1.770755e-03   
HeartDiseaseorAttack                                2.458368e-03   
PhysActivity                                       -8.157921e-03   
Fruits                                             -6.603090e-02   
Veggies                                            -2.215095e-02   
HvyAlcoholConsump                                   2.892030e-03   
AnyHealthcare                                       1.288182e-02   
NoDocbcCost                                        -1.083409e-03   
DiffWalk                                           -5.143169e-03   
BMI_Underweight                                     0.000000e+00   
BMI_Healthy weight                                 -8.673617e-19   
BMI_Overweight                                     -7.583323e-18   
BMI_Class 1 Obesity                                 5.421011e-20   
BMI_Class 2 Obesity                                -2.710505e-20   
BMI_Class 3 Obesity                                 6.776264e-21   
GenHlth_Excellent                                  -3.606804e-01   
GenHlth_Very good                                   7.788799e-01   
GenHlth_Good                                       -4.302046e-01   
GenHlth_Fair                                        4.895304e-03   
GenHlth_Poor                                        7.109858e-03   
MentHlth_0                                         -7.802367e-02   
MentHlth_1-5                                        6.583381e-02   
MentHlth_6-10                                       3.462780e-03   
MentHlth_11-15                                      3.135804e-03   
MentHlth_16-20                                      1.988249e-03   
MentHlth_21-25                                     -2.865780e-04   
MentHlth_26-30                                      3.889603e-03   
PhysHlth_0                                         -5.704908e-02   
PhysHlth_1-5                                        6.236164e-02   
PhysHlth_6-10                                      -4.790623e-03   
PhysHlth_11-15                                     -2.008280e-03   
PhysHlth_16-20                                      4.915594e-04   
PhysHlth_21-25                                      6.788122e-04   
PhysHlth_26-30                                      3.159629e-04   
Education_Never attended school or only kinderg... -3.338593e-04   
Education_Elementary                               -4.373496e-03   
Education_Some high school                         -4.517463e-03   
Education_High school graduate                     -2.715709e-02   
Education_Some college or technical school          1.127084e-01   
Education_College graduate                         -7.632645e-02   
Income_Less than $10,000                           -3.823972e-03   
Income_$10,000-$14,999                             -2.161757e-03   
Income_$15,000-$19,999                             -1.002004e-02   
Income_$20,000-$24,999                             -3.336804e-03   
Income_$25,000-$34,999                             -1.194300e-03   
Income_$35,000-$49,999                              1.287470e-02   
Income_$50,000-$74,999                              3.713026e-02   
Income_$75,000 or more                             -2.946808e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                           -7.683809e-18   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                          -7.683809e-18   
Age_65+                                             0.000000e+00   

                                                             PC4  \
HighBP                                              4.537700e-01   
HighChol                                            5.260187e-01   
CholCheck                                           3.995920e-02   
Smoker                                              1.495949e-01   
Stroke                                              5.670748e-03   
HeartDiseaseorAttack                                5.325634e-02   
PhysActivity                                       -3.208280e-02   
Fruits                                             -2.152475e-01   
Veggies                                            -6.684419e-02   
HvyAlcoholConsump                                   2.810902e-02   
AnyHealthcare                                       2.744660e-02   
NoDocbcCost                                        -4.226633e-02   
DiffWalk                                           -5.684896e-02   
BMI_Underweight                                    -6.938894e-18   
BMI_Healthy weight                                 -6.938894e-18   
BMI_Overweight                                     -2.955161e-17   
BMI_Class 1 Obesity                                -8.673617e-19   
BMI_Class 2 Obesity                                 2.168404e-19   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                  -9.836588e-02   
GenHlth_Very good                                   3.370023e-03   
GenHlth_Good                                        1.714660e-01   
GenHlth_Fair                                       -4.104834e-02   
GenHlth_Poor                                       -3.542176e-02   
MentHlth_0                                          2.427539e-01   
MentHlth_1-5                                       -1.657060e-01   
MentHlth_6-10                                      -2.233859e-02   
MentHlth_11-15                                     -1.496704e-02   
MentHlth_16-20                                     -6.046432e-03   
MentHlth_21-25                                     -4.420625e-03   
MentHlth_26-30                                     -2.927523e-02   
PhysHlth_0                                          3.637423e-01   
PhysHlth_1-5                                       -2.574500e-01   
PhysHlth_6-10                                      -2.082877e-02   
PhysHlth_11-15                                     -1.476061e-02   
PhysHlth_16-20                                     -4.106836e-03   
PhysHlth_21-25                                     -4.094026e-03   
PhysHlth_26-30                                     -6.250199e-02   
Education_Never attended school or only kinderg...  1.352752e-04   
Education_Elementary                               -2.871317e-03   
Education_Some high school                         -2.398433e-03   
Education_High school graduate                      1.389033e-01   
Education_Some college or technical school         -2.186574e-01   
Education_College graduate                          8.488855e-02   
Income_Less than $10,000                           -1.507312e-02   
Income_$10,000-$14,999                             -1.175170e-02   
Income_$15,000-$19,999                             -1.153880e-02   
Income_$20,000-$24,999                             -1.473822e-02   
Income_$25,000-$34,999                             -1.854827e-02   
Income_$35,000-$49,999                             -1.943184e-02   
Income_$50,000-$74,999                             -5.197778e-02   
Income_$75,000 or more                              1.430597e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -2.838976e-17   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -2.838976e-17   
Age_65+                                            -0.000000e+00   

                                                             PC5  \
HighBP                                              2.387770e-01   
HighChol                                            2.252776e-01   
CholCheck                                           2.689155e-02   
Smoker                                              3.308264e-02   
Stroke                                             -5.456403e-04   
HeartDiseaseorAttack                                3.500462e-02   
PhysActivity                                        1.544286e-01   
Fruits                                              5.083518e-01   
Veggies                                             2.650577e-01   
HvyAlcoholConsump                                   2.952788e-04   
AnyHealthcare                                       1.778832e-02   
NoDocbcCost                                        -7.975952e-03   
DiffWalk                                           -2.936006e-02   
BMI_Underweight                                     2.775558e-17   
BMI_Healthy weight                                 -1.387779e-17   
BMI_Overweight                                      1.031235e-16   
BMI_Class 1 Obesity                                 1.734723e-18   
BMI_Class 2 Obesity                                 1.734723e-18   
BMI_Class 3 Obesity                                -4.336809e-19   
GenHlth_Excellent                                  -2.573213e-03   
GenHlth_Very good                                  -6.059722e-02   
GenHlth_Good                                        1.067853e-01   
GenHlth_Fair                                       -2.907531e-02   
GenHlth_Poor                                       -1.453960e-02   
MentHlth_0                                          7.264423e-02   
MentHlth_1-5                                       -3.777781e-02   
MentHlth_6-10                                      -7.102862e-03   
MentHlth_11-15                                     -7.641506e-03   
MentHlth_16-20                                     -3.385986e-03   
MentHlth_21-25                                     -5.983324e-04   
MentHlth_26-30                                     -1.613774e-02   
PhysHlth_0                                          7.504037e-02   
PhysHlth_1-5                                       -4.278867e-02   
PhysHlth_6-10                                      -2.465695e-04   
PhysHlth_11-15                                     -5.210619e-03   
PhysHlth_16-20                                     -1.298261e-03   
PhysHlth_21-25                                     -1.923956e-03   
PhysHlth_26-30                                     -2.357229e-02   
Education_Never attended school or only kinderg... -3.788552e-04   
Education_Elementary                               -3.068815e-03   
Education_Some high school                         -1.078410e-02   
Education_High school graduate                     -3.520917e-01   
Education_Some college or technical school          5.770506e-01   
Education_College graduate                         -2.107272e-01   
Income_Less than $10,000                           -1.753011e-02   
Income_$10,000-$14,999                             -1.150032e-02   
Income_$15,000-$19,999                             -1.467038e-02   
Income_$20,000-$24,999                             -6.535376e-03   
Income_$25,000-$34,999                             -6.154536e-03   
Income_$35,000-$49,999                             -5.074379e-03   
Income_$50,000-$74,999                              3.326884e-02   
Income_$75,000 or more                              2.819625e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                            1.050249e-16   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           1.050249e-16   
Age_65+                                             0.000000e+00   

                                                             PC6  \
HighBP                                              5.441815e-02   
HighChol                                            3.976294e-02   
CholCheck                                           1.136278e-02   
Smoker                                              5.549466e-02   
Stroke                                              7.656318e-03   
HeartDiseaseorAttack                                1.677842e-02   
PhysActivity                                        4.960304e-02   
Fruits                                              6.450640e-01   
Veggies                                             2.432289e-01   
HvyAlcoholConsump                                  -1.762657e-02   
AnyHealthcare                                      -1.337913e-02   
NoDocbcCost                                         2.160031e-02   
DiffWalk                                            1.408567e-02   
BMI_Underweight                                    -1.110223e-16   
BMI_Healthy weight                                 -1.110223e-16   
BMI_Overweight                                      1.538265e-16   
BMI_Class 1 Obesity                                -0.000000e+00   
BMI_Class 2 Obesity                                 2.775558e-17   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                  -4.700818e-02   
GenHlth_Very good                                   6.810671e-02   
GenHlth_Good                                       -4.849911e-02   
GenHlth_Fair                                        1.763988e-02   
GenHlth_Poor                                        9.760690e-03   
MentHlth_0                                          4.988735e-02   
MentHlth_1-5                                       -4.306898e-02   
MentHlth_6-10                                      -4.558071e-03   
MentHlth_11-15                                      7.573722e-04   
MentHlth_16-20                                      4.657202e-04   
MentHlth_21-25                                      1.919599e-04   
MentHlth_26-30                                     -3.675349e-03   
PhysHlth_0                                         -3.012947e-02   
PhysHlth_1-5                                        2.408881e-03   
PhysHlth_6-10                                       3.883796e-03   
PhysHlth_11-15                                      9.846906e-03   
PhysHlth_16-20                                      3.408956e-03   
PhysHlth_21-25                                      2.409572e-03   
PhysHlth_26-30                                      8.171362e-03   
Education_Never attended school or only kinderg... -3.209209e-04   
Education_Elementary                                3.459457e-03   
Education_Some high school                         -1.585926e-04   
Education_High school graduate                      3.520179e-01   
Education_Some college or technical school         -4.631745e-01   
Education_College graduate                          1.081766e-01   
Income_Less than $10,000                            2.610643e-04   
Income_$10,000-$14,999                              7.806472e-04   
Income_$15,000-$19,999                              1.456490e-02   
Income_$20,000-$24,999                              1.189068e-02   
Income_$25,000-$34,999                              1.743530e-02   
Income_$35,000-$49,999                              6.385863e-02   
Income_$50,000-$74,999                              2.074390e-01   
Income_$75,000 or more                             -3.162302e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                            1.087586e-16   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                           1.087586e-16   
Age_65+                                            -0.000000e+00   

                                                             PC7  \
HighBP                                             -2.799062e-02   
HighChol                                           -6.145184e-02   
CholCheck                                           4.414610e-03   
Smoker                                              6.089760e-01   
Stroke                                              2.163791e-02   
HeartDiseaseorAttack                                4.783906e-02   
PhysActivity                                       -5.863656e-02   
Fruits                                              1.344276e-01   
Veggies                                             1.088664e-01   
HvyAlcoholConsump                                   3.581563e-02   
AnyHealthcare                                       2.659166e-03   
NoDocbcCost                                         2.018866e-02   
DiffWalk                                            1.377531e-01   
BMI_Underweight                                    -1.110223e-16   
BMI_Healthy weight                                 -0.000000e+00   
BMI_Overweight                                     -7.053884e-17   
BMI_Class 1 Obesity                                 5.551115e-17   
BMI_Class 2 Obesity                                 1.110223e-16   
BMI_Class 3 Obesity                                -5.551115e-17   
GenHlth_Excellent                                   2.546160e-01   
GenHlth_Very good                                  -8.882123e-02   
GenHlth_Good                                       -3.791665e-01   
GenHlth_Fair                                        1.283686e-01   
GenHlth_Poor                                        8.500312e-02   
MentHlth_0                                         -6.755359e-02   
MentHlth_1-5                                       -1.085466e-02   
MentHlth_6-10                                       5.602582e-03   
MentHlth_11-15                                      1.174250e-02   
MentHlth_16-20                                      8.995628e-03   
MentHlth_21-25                                      3.364290e-03   
MentHlth_26-30                                      4.870324e-02   
PhysHlth_0                                         -9.323759e-03   
PhysHlth_1-5                                       -1.323984e-01   
PhysHlth_6-10                                      -1.374970e-03   
PhysHlth_11-15                                      1.364318e-02   
PhysHlth_16-20                                      1.113086e-02   
PhysHlth_21-25                                      7.531188e-03   
PhysHlth_26-30                                      1.107919e-01   
Education_Never attended school or only kinderg... -4.809376e-04   
Education_Elementary                                7.031918e-03   
Education_Some high school                          2.422702e-02   
Education_High school graduate                      1.192564e-01   
Education_Some college or technical school         -3.582351e-02   
Education_College graduate                         -1.142108e-01   
Income_Less than $10,000                            2.113552e-02   
Income_$10,000-$14,999                              2.792632e-02   
Income_$15,000-$19,999                              2.384304e-02   
Income_$20,000-$24,999                              1.153948e-02   
Income_$25,000-$34,999                             -1.758736e-02   
Income_$35,000-$49,999                             -6.369146e-02   
Income_$50,000-$74,999                             -3.583237e-01   
Income_$75,000 or more                              3.551582e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                            4.918126e-17   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                           4.918126e-17   
Age_65+                                            -0.000000e+00   

                                                             PC8  \
HighBP                                             -2.245609e-01   
HighChol                                           -1.485738e-01   
CholCheck                                          -7.544585e-03   
Smoker                                              3.814347e-01   
Stroke                                             -3.473147e-02   
HeartDiseaseorAttack                               -5.242155e-02   
PhysActivity                                        5.994011e-02   
Fruits                                              5.539447e-02   
Veggies                                             1.022302e-01   
HvyAlcoholConsump                                   1.915490e-02   
AnyHealthcare                                       1.862247e-02   
NoDocbcCost                                        -5.185456e-02   
DiffWalk                                           -1.352458e-01   
BMI_Underweight                                     2.081668e-17   
BMI_Healthy weight                                  2.775558e-17   
BMI_Overweight                                      1.487730e-16   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                 2.775558e-17   
BMI_Class 3 Obesity                                -2.081668e-17   
GenHlth_Excellent                                  -4.084548e-01   
GenHlth_Very good                                   1.334921e-01   
GenHlth_Good                                        5.385460e-01   
GenHlth_Fair                                       -1.654320e-01   
GenHlth_Poor                                       -9.815133e-02   
MentHlth_0                                          9.220133e-02   
MentHlth_1-5                                        7.905467e-03   
MentHlth_6-10                                      -9.933979e-03   
MentHlth_11-15                                     -1.811764e-02   
MentHlth_16-20                                     -9.240734e-03   
MentHlth_21-25                                     -4.618916e-03   
MentHlth_26-30                                     -5.819553e-02   
PhysHlth_0                                         -1.101209e-01   
PhysHlth_1-5                                        2.572725e-01   
PhysHlth_6-10                                       2.881044e-03   
PhysHlth_11-15                                     -1.245528e-02   
PhysHlth_16-20                                     -1.059138e-02   
PhysHlth_21-25                                     -7.389631e-03   
PhysHlth_26-30                                     -1.195963e-01   
Education_Never attended school or only kinderg... -6.667138e-04   
Education_Elementary                               -1.556281e-02   
Education_Some high school                         -2.295380e-02   
Education_High school graduate                      1.267719e-01   
Education_Some college or technical school         -2.655057e-02   
Education_College graduate                         -6.103803e-02   
Income_Less than $10,000                           -3.418394e-02   
Income_$10,000-$14,999                             -2.971207e-02   
Income_$15,000-$19,999                             -2.276054e-02   
Income_$20,000-$24,999                             -2.667338e-02   
Income_$25,000-$34,999                             -3.159976e-02   
Income_$35,000-$49,999                             -2.920219e-02   
Income_$50,000-$74,999                             -1.135604e-01   
Income_$75,000 or more                              2.876923e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            5.494128e-17   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           5.494128e-17   
Age_65+                                             0.000000e+00   

                                                             PC9  \
HighBP                                              1.113090e-01   
HighChol                                            2.836930e-02   
CholCheck                                           1.567817e-02   
Smoker                                             -3.255288e-01   
Stroke                                              7.107796e-03   
HeartDiseaseorAttack                                2.036860e-02   
PhysActivity                                       -6.330811e-02   
Fruits                                              2.079251e-02   
Veggies                                            -3.046662e-02   
HvyAlcoholConsump                                  -3.751185e-02   
AnyHealthcare                                       1.141002e-02   
NoDocbcCost                                        -2.249491e-02   
DiffWalk                                            3.805535e-02   
BMI_Underweight                                     8.326673e-17   
BMI_Healthy weight                                  5.551115e-17   
BMI_Overweight                                      7.284689e-17   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                 2.775558e-17   
GenHlth_Excellent                                   6.605775e-02   
GenHlth_Very good                                  -4.112346e-03   
GenHlth_Good                                       -1.360171e-01   
GenHlth_Fair                                        5.729072e-02   
GenHlth_Poor                                        1.678101e-02   
MentHlth_0                                          5.167520e-01   
MentHlth_1-5                                       -3.983653e-01   
MentHlth_6-10                                      -4.108401e-02   
MentHlth_11-15                                     -2.054916e-02   
MentHlth_16-20                                     -9.594116e-03   
MentHlth_21-25                                     -2.733118e-03   
MentHlth_26-30                                     -4.442631e-02   
PhysHlth_0                                         -3.745853e-01   
PhysHlth_1-5                                        2.981619e-01   
PhysHlth_6-10                                       1.824383e-02   
PhysHlth_11-15                                      7.549468e-03   
PhysHlth_16-20                                      3.848843e-03   
PhysHlth_21-25                                      3.536626e-03   
PhysHlth_26-30                                      4.324464e-02   
Education_Never attended school or only kinderg...  5.772791e-05   
Education_Elementary                               -1.141173e-03   
Education_Some high school                         -9.012625e-03   
Education_High school graduate                      2.340155e-01   
Education_Some college or technical school          3.155880e-02   
Education_College graduate                         -2.554783e-01   
Income_Less than $10,000                           -2.578787e-03   
Income_$10,000-$14,999                             -4.520236e-03   
Income_$15,000-$19,999                              2.192413e-03   
Income_$20,000-$24,999                              5.054015e-03   
Income_$25,000-$34,999                              6.158274e-03   
Income_$35,000-$49,999                             -1.524332e-02   
Income_$50,000-$74,999                             -1.714983e-01   
Income_$75,000 or more                              1.804360e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                           -1.725605e-17   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                          -1.725605e-17   
Age_65+                                             0.000000e+00   

                                                            PC10  ...  \
HighBP                                             -7.650729e-02  ...   
HighChol                                           -5.976714e-02  ...   
CholCheck                                          -1.357309e-02  ...   
Smoker                                              4.513221e-01  ...   
Stroke                                              1.325781e-02  ...   
HeartDiseaseorAttack                                4.022898e-02  ...   
PhysActivity                                       -2.467280e-02  ...   
Fruits                                             -1.423957e-01  ...   
Veggies                                            -4.325782e-03  ...   
HvyAlcoholConsump                                   1.426804e-03  ...   
AnyHealthcare                                      -6.025338e-03  ...   
NoDocbcCost                                        -2.532082e-03  ...   
DiffWalk                                            4.834549e-02  ...   
BMI_Underweight                                     4.163336e-17  ...   
BMI_Healthy weight                                 -8.326673e-17  ...   
BMI_Overweight                                     -1.671067e-16  ...   
BMI_Class 1 Obesity                                 2.220446e-16  ...   
BMI_Class 2 Obesity                                 0.000000e+00  ...   
BMI_Class 3 Obesity                                -2.862294e-17  ...   
GenHlth_Excellent                                   2.686332e-02  ...   
GenHlth_Very good                                  -1.704621e-02  ...   
GenHlth_Good                                       -7.089111e-02  ...   
GenHlth_Fair                                        3.846002e-02  ...   
GenHlth_Poor                                        2.261398e-02  ...   
MentHlth_0                                          3.958265e-01  ...   
MentHlth_1-5                                       -3.334852e-01  ...   
MentHlth_6-10                                      -2.604850e-02  ...   
MentHlth_11-15                                     -1.380995e-02  ...   
MentHlth_16-20                                     -6.395639e-03  ...   
MentHlth_21-25                                     -2.238527e-03  ...   
MentHlth_26-30                                     -1.384869e-02  ...   
PhysHlth_0                                         -1.574126e-01  ...   
PhysHlth_1-5                                        8.493760e-02  ...   
PhysHlth_6-10                                       1.564194e-02  ...   
PhysHlth_11-15                                      6.095301e-03  ...   
PhysHlth_16-20                                     -1.952241e-03  ...   
PhysHlth_21-25                                      4.830565e-04  ...   
PhysHlth_26-30                                      5.220690e-02  ...   
Education_Never attended school or only kinderg... -2.110977e-04  ...   
Education_Elementary                                1.013267e-02  ...   
Education_Some high school                          3.267340e-02  ...   
Education_High school graduate                     -4.133758e-01  ...   
Education_Some college or technical school          1.267745e-02  ...   
Education_College graduate                          3.581034e-01  ...   
Income_Less than $10,000                            1.234031e-03  ...   
Income_$10,000-$14,999                              3.391415e-03  ...   
Income_$15,000-$19,999                              1.033414e-03  ...   
Income_$20,000-$24,999                             -7.771750e-04  ...   
Income_$25,000-$34,999                             -1.730328e-03  ...   
Income_$35,000-$49,999                              2.097107e-02  ...   
Income_$50,000-$74,999                              2.603270e-01  ...   
Income_$75,000 or more                             -2.844494e-01  ...   
Sex_Female                                          0.000000e+00  ...   
Sex_Male                                           -5.097889e-18  ...   
Age_18-29                                           0.000000e+00  ...   
Age_30-49                                           0.000000e+00  ...   
Age_50-64                                          -5.097889e-18  ...   
Age_65+                                             0.000000e+00  ...   

                                                            PC49  \
HighBP                                             -0.000000e+00   
HighChol                                            8.170414e-23   
CholCheck                                          -1.533837e-21   
Smoker                                             -3.046085e-22   
Stroke                                             -2.818178e-22   
HeartDiseaseorAttack                                4.159646e-21   
PhysActivity                                       -3.150339e-22   
Fruits                                              3.430975e-21   
Veggies                                            -1.687630e-20   
HvyAlcoholConsump                                   4.882399e-22   
AnyHealthcare                                       1.987753e-21   
NoDocbcCost                                         5.434415e-22   
DiffWalk                                           -5.604268e-22   
BMI_Underweight                                    -1.156570e-06   
BMI_Healthy weight                                 -1.234810e-06   
BMI_Overweight                                      2.610269e-06   
BMI_Class 1 Obesity                                 2.407194e-07   
BMI_Class 2 Obesity                                -6.659311e-07   
BMI_Class 3 Obesity                                 1.102933e-06   
GenHlth_Excellent                                  -4.172703e-07   
GenHlth_Very good                                  -4.172703e-07   
GenHlth_Good                                       -4.172703e-07   
GenHlth_Fair                                       -4.172703e-07   
GenHlth_Poor                                       -4.172703e-07   
MentHlth_0                                         -3.880724e-07   
MentHlth_1-5                                       -3.880724e-07   
MentHlth_6-10                                      -3.880724e-07   
MentHlth_11-15                                     -3.880724e-07   
MentHlth_16-20                                     -3.880724e-07   
MentHlth_21-25                                     -3.880724e-07   
MentHlth_26-30                                     -3.880724e-07   
PhysHlth_0                                          9.309568e-07   
PhysHlth_1-5                                        9.309568e-07   
PhysHlth_6-10                                       9.309568e-07   
PhysHlth_11-15                                      9.309568e-07   
PhysHlth_16-20                                      9.309568e-07   
PhysHlth_21-25                                      9.309568e-07   
PhysHlth_26-30                                      9.309568e-07   
Education_Never attended school or only kinderg...  3.356519e-07   
Education_Elementary                                3.356519e-07   
Education_Some high school                          3.356519e-07   
Education_High school graduate                      3.356519e-07   
Education_Some college or technical school          3.356519e-07   
Education_College graduate                          3.356519e-07   
Income_Less than $10,000                           -1.535878e-06   
Income_$10,000-$14,999                             -1.535878e-06   
Income_$15,000-$19,999                             -1.535878e-06   
Income_$20,000-$24,999                             -1.535878e-06   
Income_$25,000-$34,999                             -1.535878e-06   
Income_$35,000-$49,999                             -1.535878e-06   
Income_$50,000-$74,999                             -1.535878e-06   
Income_$75,000 or more                             -1.535878e-06   
Sex_Female                                         -1.391867e-07   
Sex_Male                                           -7.070972e-01   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                           7.071164e-01   
Age_65+                                            -0.000000e+00   

                                                            PC50  PC51  PC52  \
HighBP                                             -0.000000e+00   0.0  -0.0   
HighChol                                            9.739893e-30   0.0  -0.0   
CholCheck                                          -1.855528e-28   0.0  -0.0   
Smoker                                             -3.441311e-29   0.0  -0.0   
Stroke                                             -9.506613e-29   0.0  -0.0   
HeartDiseaseorAttack                                6.127546e-28   0.0  -0.0   
PhysActivity                                       -9.830675e-30   0.0  -0.0   
Fruits                                              4.828685e-28   0.0  -0.0   
Veggies                                            -2.319989e-27   0.0  -0.0   
HvyAlcoholConsump                                   2.560294e-29   0.0  -0.0   
AnyHealthcare                                       2.451106e-28   0.0  -0.0   
NoDocbcCost                                         5.985799e-29   0.0  -0.0   
DiffWalk                                           -2.205395e-29   0.0  -0.0   
BMI_Underweight                                    -1.608970e-13   0.0  -0.0   
BMI_Healthy weight                                 -1.717598e-13   0.0  -0.0   
BMI_Overweight                                      3.632034e-13   0.0  -0.0   
BMI_Class 1 Obesity                                 3.352068e-14   0.0  -0.0   
BMI_Class 2 Obesity                                -9.264883e-14   0.0  -0.0   
BMI_Class 3 Obesity                                 1.534921e-13   0.0  -0.0   
GenHlth_Excellent                                  -5.805942e-14   0.0  -0.0   
GenHlth_Very good                                  -5.805942e-14   0.0  -0.0   
GenHlth_Good                                       -5.805942e-14   0.0  -0.0   
GenHlth_Fair                                       -5.805942e-14   0.0  -0.0   
GenHlth_Poor                                       -5.805942e-14   0.0  -0.0   
MentHlth_0                                         -5.400099e-14   0.0  -0.0   
MentHlth_1-5                                       -5.400099e-14   0.0  -0.0   
MentHlth_6-10                                      -5.400099e-14   0.0  -0.0   
MentHlth_11-15                                     -5.400099e-14   0.0  -0.0   
MentHlth_16-20                                     -5.400099e-14   0.0  -0.0   
MentHlth_21-25                                     -5.400099e-14   0.0  -0.0   
MentHlth_26-30                                     -5.400099e-14   0.0  -0.0   
PhysHlth_0                                          1.295317e-13   0.0  -0.0   
PhysHlth_1-5                                        1.295317e-13   0.0  -0.0   
PhysHlth_6-10                                       1.295317e-13   0.0  -0.0   
PhysHlth_11-15                                      1.295317e-13   0.0  -0.0   
PhysHlth_16-20                                      1.295317e-13   0.0  -0.0   
PhysHlth_21-25                                      1.295317e-13   0.0  -0.0   
PhysHlth_26-30                                      1.295317e-13   0.0  -0.0   
Education_Never attended school or only kinderg...  4.673384e-14   0.0  -0.0   
Education_Elementary                                4.673384e-14   0.0  -0.0   
Education_Some high school                          4.673384e-14   0.0  -0.0   
Education_High school graduate                      4.673384e-14   0.0  -0.0   
Education_Some college or technical school          4.673384e-14   0.0  -0.0   
Education_College graduate                          4.673384e-14   0.0  -0.0   
Income_Less than $10,000                           -2.136629e-13   0.0  -0.0   
Income_$10,000-$14,999                             -2.136629e-13   0.0  -0.0   
Income_$15,000-$19,999                             -2.136629e-13   0.0  -0.0   
Income_$20,000-$24,999                             -2.136629e-13   0.0  -0.0   
Income_$25,000-$34,999                             -2.136629e-13   0.0  -0.0   
Income_$35,000-$49,999                             -2.136629e-13   0.0  -0.0   
Income_$50,000-$74,999                             -2.136629e-13   0.0  -0.0   
Income_$75,000 or more                             -2.136629e-13   0.0  -0.0   
Sex_Female                                          1.000000e+00   0.0  -0.0   
Sex_Male                                           -9.841856e-08   0.0  -0.0   
Age_18-29                                          -0.000000e+00   0.0   1.0   
Age_30-49                                          -0.000000e+00   0.0  -0.0   
Age_50-64                                           9.842123e-08   0.0  -0.0   
Age_65+                                            -0.000000e+00   1.0  -0.0   

                                                    PC53          PC54  \
HighBP                                               0.0  0.000000e+00   
HighChol                                             0.0 -2.878077e-17   
CholCheck                                            0.0 -6.336523e-17   
Smoker                                               0.0 -6.787455e-17   
Stroke                                               0.0 -2.073920e-16   
HeartDiseaseorAttack                                 0.0 -4.341539e-17   
PhysActivity                                         0.0 -7.057274e-17   
Fruits                                               0.0 -8.094911e-17   
Veggies                                              0.0  3.904997e-16   
HvyAlcoholConsump                                    0.0 -1.757325e-17   
AnyHealthcare                                        0.0  2.668373e-16   
NoDocbcCost                                          0.0  3.094709e-16   
DiffWalk                                             0.0 -3.245881e-16   
BMI_Underweight                                      0.0 -2.141238e-01   
BMI_Healthy weight                                   0.0 -1.163113e-01   
BMI_Overweight                                       0.0 -2.469076e-01   
BMI_Class 1 Obesity                                  0.0  6.036699e-01   
BMI_Class 2 Obesity                                  0.0 -1.319180e-01   
BMI_Class 3 Obesity                                  0.0  3.206229e-01   
GenHlth_Excellent                                    0.0 -3.659103e-02   
GenHlth_Very good                                    0.0 -3.659103e-02   
GenHlth_Good                                         0.0 -3.659103e-02   
GenHlth_Fair                                         0.0 -3.659103e-02   
GenHlth_Poor                                         0.0 -3.659103e-02   
MentHlth_0                                           0.0  3.993740e-02   
MentHlth_1-5                                         0.0  3.993740e-02   
MentHlth_6-10                                        0.0  3.993740e-02   
MentHlth_11-15                                       0.0  3.993740e-02   
MentHlth_16-20                                       0.0  3.993740e-02   
MentHlth_21-25                                       0.0  3.993740e-02   
MentHlth_26-30                                       0.0  3.993740e-02   
PhysHlth_0                                           0.0 -1.946127e-01   
PhysHlth_1-5                                         0.0 -1.946127e-01   
PhysHlth_6-10                                        0.0 -1.946127e-01   
PhysHlth_11-15                                       0.0 -1.946127e-01   
PhysHlth_16-20                                       0.0 -1.946127e-01   
PhysHlth_21-25                                       0.0 -1.946127e-01   
PhysHlth_26-30                                       0.0 -1.946127e-01   
Education_Never attended school or only kinderg...   0.0  1.322764e-01   
Education_Elementary                                 0.0  1.322764e-01   
Education_Some high school                           0.0  1.322764e-01   
Education_High school graduate                       0.0  1.322764e-01   
Education_Some college or technical school           0.0  1.322764e-01   
Education_College graduate                           0.0  1.322764e-01   
Income_Less than $10,000                             0.0  2.108392e-02   
Income_$10,000-$14,999                               0.0  2.108392e-02   
Income_$15,000-$19,999                               0.0  2.108392e-02   
Income_$20,000-$24,999                               0.0  2.108392e-02   
Income_$25,000-$34,999                               0.0  2.108392e-02   
Income_$35,000-$49,999                               0.0  2.108392e-02   
Income_$50,000-$74,999                               0.0  2.108392e-02   
Income_$75,000 or more                               0.0  2.108392e-02   
Sex_Female                                           0.0 -1.387779e-17   
Sex_Male                                             0.0  4.197533e-02   
Age_18-29                                            0.0  0.000000e+00   
Age_30-49                                            1.0  0.000000e+00   
Age_50-64                                            0.0  4.197555e-02   
Age_65+                                              0.0  0.000000e+00   

                                                            PC55  \
HighBP                                              0.000000e+00   
HighChol                                            3.346602e-17   
CholCheck                                           2.053467e-16   
Smoker                                              1.847688e-18   
Stroke                                             -7.095131e-16   
HeartDiseaseorAttack                                1.308520e-16   
PhysActivity                                        3.726995e-17   
Fruits                                              4.740574e-17   
Veggies                                            -3.906563e-16   
HvyAlcoholConsump                                  -4.289033e-18   
AnyHealthcare                                      -2.515618e-16   
NoDocbcCost                                        -1.904679e-16   
DiffWalk                                            1.259309e-16   
BMI_Underweight                                    -1.621938e-01   
BMI_Healthy weight                                 -1.583935e-01   
BMI_Overweight                                      5.936114e-01   
BMI_Class 1 Obesity                                 3.423426e-01   
BMI_Class 2 Obesity                                -5.469551e-02   
BMI_Class 3 Obesity                                -5.762751e-01   
GenHlth_Excellent                                   1.222314e-01   
GenHlth_Very good                                   1.222314e-01   
GenHlth_Good                                        1.222314e-01   
GenHlth_Fair                                        1.222314e-01   
GenHlth_Poor                                        1.222314e-01   
MentHlth_0                                         -2.709240e-02   
MentHlth_1-5                                       -2.709240e-02   
MentHlth_6-10                                      -2.709240e-02   
MentHlth_11-15                                     -2.709240e-02   
MentHlth_16-20                                     -2.709240e-02   
MentHlth_21-25                                     -2.709240e-02   
MentHlth_26-30                                     -2.709240e-02   
PhysHlth_0                                         -8.865776e-02   
PhysHlth_1-5                                       -8.865776e-02   
PhysHlth_6-10                                      -8.865776e-02   
PhysHlth_11-15                                     -8.865776e-02   
PhysHlth_16-20                                     -8.865776e-02   
PhysHlth_21-25                                     -8.865776e-02   
PhysHlth_26-30                                     -8.865776e-02   
Education_Never attended school or only kinderg... -2.590801e-02   
Education_Elementary                               -2.590801e-02   
Education_Some high school                         -2.590801e-02   
Education_High school graduate                     -2.590801e-02   
Education_Some college or technical school         -2.590801e-02   
Education_College graduate                         -2.590801e-02   
Income_Less than $10,000                           -1.881669e-02   
Income_$10,000-$14,999                             -1.881669e-02   
Income_$15,000-$19,999                             -1.881669e-02   
Income_$20,000-$24,999                             -1.881669e-02   
Income_$25,000-$34,999                             -1.881669e-02   
Income_$35,000-$49,999                             -1.881669e-02   
Income_$50,000-$74,999                             -1.881669e-02   
Income_$75,000 or more                             -1.881669e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                           -3.335639e-02   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                          -3.335667e-02   
Age_65+                                             0.000000e+00   

                                                            PC56  \
HighBP                                              0.000000e+00   
HighChol                                            6.157747e-17   
CholCheck                                          -2.750761e-16   
Smoker                                             -1.633301e-16   
Stroke                                              7.769590e-16   
HeartDiseaseorAttack                               -1.814349e-16   
PhysActivity                                        7.269819e-18   
Fruits                                             -1.014936e-16   
Veggies                                             1.546563e-16   
HvyAlcoholConsump                                   2.076013e-16   
AnyHealthcare                                       2.205901e-16   
NoDocbcCost                                        -2.687661e-17   
DiffWalk                                           -1.779271e-16   
BMI_Underweight                                     2.001541e-01   
BMI_Healthy weight                                 -1.367919e-01   
BMI_Overweight                                      4.332457e-02   
BMI_Class 1 Obesity                                 4.298792e-01   
BMI_Class 2 Obesity                                 6.973791e-01   
BMI_Class 3 Obesity                                 2.092837e-01   
GenHlth_Excellent                                   2.193587e-02   
GenHlth_Very good                                   2.193587e-02   
GenHlth_Good                                        2.193587e-02   
GenHlth_Fair                                        2.193587e-02   
GenHlth_Poor                                        2.193587e-02   
MentHlth_0                                          3.192628e-02   
MentHlth_1-5                                        3.192628e-02   
MentHlth_6-10                                       3.192628e-02   
MentHlth_11-15                                      3.192628e-02   
MentHlth_16-20                                      3.192628e-02   
MentHlth_21-25                                      3.192628e-02   
MentHlth_26-30                                      3.192628e-02   
PhysHlth_0                                          5.098618e-02   
PhysHlth_1-5                                        5.098618e-02   
PhysHlth_6-10                                       5.098618e-02   
PhysHlth_11-15                                      5.098618e-02   
PhysHlth_16-20                                      5.098618e-02   
PhysHlth_21-25                                      5.098618e-02   
PhysHlth_26-30                                      5.098618e-02   
Education_Never attended school or only kinderg... -1.761010e-01   
Education_Elementary                               -1.761010e-01   
Education_Some high school                         -1.761010e-01   
Education_High school graduate                     -1.761010e-01   
Education_Some college or technical school         -1.761010e-01   
Education_College graduate                         -1.761010e-01   
Income_Less than $10,000                            3.550842e-02   
Income_$10,000-$14,999                              3.550842e-02   
Income_$15,000-$19,999                              3.550842e-02   
Income_$20,000-$24,999                              3.550842e-02   
Income_$25,000-$34,999                              3.550842e-02   
Income_$35,000-$49,999                              3.550842e-02   
Income_$50,000-$74,999                              3.550842e-02   
Income_$75,000 or more                              3.550842e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                            1.614764e-02   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           1.614816e-02   
Age_65+                                             0.000000e+00   

                                                            PC57          PC58  
HighBP                                              0.000000e+00  0.000000e+00  
HighChol                                            2.811145e-17  4.819106e-17  
CholCheck                                          -1.170044e-16  2.699579e-16  
Smoker                                             -4.513908e-17  6.248758e-17  
Stroke                                              3.806006e-16 -1.212248e-16  
HeartDiseaseorAttack                                1.012821e-17  1.061983e-16  
PhysActivity                                       -2.692997e-17  1.062088e-16  
Fruits                                             -2.116816e-17 -1.536680e-16  
Veggies                                             3.353396e-16  2.701966e-16  
HvyAlcoholConsump                                   5.859142e-17 -1.464148e-16  
AnyHealthcare                                      -4.053019e-16 -2.214491e-16  
NoDocbcCost                                        -3.471414e-16 -6.153246e-16  
DiffWalk                                            8.038048e-17 -2.443280e-16  
BMI_Underweight                                     2.341697e-01 -1.358868e-01  
BMI_Healthy weight                                  1.967372e-01  7.212290e-01  
BMI_Overweight                                     -4.305514e-01  7.581251e-03  
BMI_Class 1 Obesity                                 4.927285e-01  1.136686e-01  
BMI_Class 2 Obesity                                -2.155415e-01 -1.084516e-01  
BMI_Class 3 Obesity                                -4.452083e-01  2.459194e-01  
GenHlth_Excellent                                  -4.682312e-02  2.437658e-01  
GenHlth_Very good                                  -4.682312e-02  2.437658e-01  
GenHlth_Good                                       -4.682312e-02  2.437658e-01  
GenHlth_Fair                                       -4.682312e-02  2.437658e-01  
GenHlth_Poor                                       -4.682312e-02  2.437658e-01  
MentHlth_0                                         -8.765007e-02 -1.451338e-02  
MentHlth_1-5                                       -8.765007e-02 -1.451338e-02  
MentHlth_6-10                                      -8.765007e-02 -1.451338e-02  
MentHlth_11-15                                     -8.765007e-02 -1.451338e-02  
MentHlth_16-20                                     -8.765007e-02 -1.451338e-02  
MentHlth_21-25                                     -8.765007e-02 -1.451338e-02  
MentHlth_26-30                                     -8.765007e-02 -1.451338e-02  
PhysHlth_0                                          1.536516e-01 -1.843117e-02  
PhysHlth_1-5                                        1.536516e-01 -1.843117e-02  
PhysHlth_6-10                                       1.536516e-01 -1.843117e-02  
PhysHlth_11-15                                      1.536516e-01 -1.843117e-02  
PhysHlth_16-20                                      1.536516e-01 -1.843117e-02  
PhysHlth_21-25                                      1.536516e-01 -1.843117e-02  
PhysHlth_26-30                                      1.536516e-01 -1.843117e-02  
Education_Never attended school or only kinderg...  4.899726e-03 -9.319753e-02  
Education_Elementary                                4.899726e-03 -9.319753e-02  
Education_Some high school                          4.899726e-03 -9.319753e-02  
Education_High school graduate                      4.899726e-03 -9.319753e-02  
Education_Some college or technical school          4.899726e-03 -9.319753e-02  
Education_College graduate                          4.899726e-03 -9.319753e-02  
Income_Less than $10,000                            1.610156e-02 -5.308910e-02  
Income_$10,000-$14,999                              1.610156e-02 -5.308910e-02  
Income_$15,000-$19,999                              1.610156e-02 -5.308910e-02  
Income_$20,000-$24,999                              1.610156e-02 -5.308910e-02  
Income_$25,000-$34,999                              1.610156e-02 -5.308910e-02  
Income_$35,000-$49,999                              1.610156e-02 -5.308910e-02  
Income_$50,000-$74,999                              1.610156e-02 -5.308910e-02  
Income_$75,000 or more                              1.610156e-02 -5.308910e-02  
Sex_Female                                          0.000000e+00  0.000000e+00  
Sex_Male                                            2.659835e-02  1.618284e-02  
Age_18-29                                           0.000000e+00  0.000000e+00  
Age_30-49                                           0.000000e+00  0.000000e+00  
Age_50-64                                           2.659864e-02  1.618306e-02  
Age_65+                                             0.000000e+00  0.000000e+00  

[58 rows x 58 columns]

PCA Results for Subset_29:
        PC1       PC2       PC3       PC4       PC5       PC6       PC7  \
0 -0.533268  0.627977 -0.392879  0.101035  1.122173  0.142863 -0.434886   
1  0.045689 -1.680662  0.938284  0.041394 -0.599021 -0.625858 -0.408243   
2  0.316496  0.531230  0.564827  0.478942 -0.507359 -0.134912  0.014079   
3  0.970782 -0.115175  0.515657  0.424927 -0.365995 -0.378753 -0.219388   
4  0.762004 -0.329369 -0.759458  0.377775  0.309740  0.149705 -0.375306   

        PC8       PC9      PC10  ...  PC49  PC50  PC51  PC52  PC53  \
0  0.448895 -0.479864  0.482680  ...   0.0   0.0   0.0   0.0   0.0   
1 -0.122338 -0.058551 -0.490666  ...   0.0   0.0   0.0   0.0   0.0   
2  0.085600  0.594108 -0.759971  ...   0.0   0.0   0.0   0.0   0.0   
3 -0.102210  0.104614  0.011508  ...   0.0   0.0   0.0   0.0   0.0   
4  0.358238 -0.006498 -0.184733  ...   0.0   0.0   0.0   0.0   0.0   

           PC54          PC55          PC56          PC57          PC58  
0 -5.551115e-17  2.220446e-16 -6.245005e-17  5.551115e-17 -8.326673e-17  
1 -4.440892e-16  4.440892e-16 -2.289835e-16  1.110223e-16 -8.326673e-17  
2  1.110223e-16 -1.110223e-16  2.151057e-16  2.220446e-16  8.326673e-17  
3  0.000000e+00  0.000000e+00  1.040834e-16  2.220446e-16  1.942890e-16  
4  0.000000e+00  1.110223e-16  4.857226e-17  2.220446e-16 -1.387779e-16  

[5 rows x 58 columns]
No description has been provided for this image
For Subset_29, retain 23 components to explain 90% of the variance.


Explained Variance for Subset_30:
[1.25565780e-01 7.83239420e-02 6.48174018e-02 5.83544811e-02
 5.36902715e-02 5.10086842e-02 5.08577415e-02 4.52294319e-02
 4.40859565e-02 4.32635840e-02 3.97264558e-02 3.40199633e-02
 2.95272455e-02 2.69208732e-02 2.17653479e-02 1.98187842e-02
 1.84159912e-02 1.68919842e-02 1.62898971e-02 1.33494541e-02
 1.25821180e-02 1.22911076e-02 1.15978599e-02 1.11466039e-02
 1.00359986e-02 9.95259167e-03 9.27588539e-03 8.53193403e-03
 8.29944079e-03 8.12610727e-03 7.10406769e-03 6.83826180e-03
 6.30193719e-03 5.87667545e-03 5.54673052e-03 4.05072193e-03
 3.48507670e-03 2.65984050e-03 2.31369572e-03 1.88898900e-03
 1.71084878e-04 1.07377424e-17 7.16692970e-18 3.91887945e-18
 2.22243905e-18 7.94563594e-19 8.66502134e-33 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00]

Cumulative Variance for Subset_30:
[0.12556578 0.20388972 0.26870712 0.32706161 0.38075188 0.43176056
 0.4826183  0.52784773 0.57193369 0.61519727 0.65492373 0.68894369
 0.71847094 0.74539181 0.76715716 0.78697594 0.80539194 0.82228392
 0.83857382 0.85192327 0.86450539 0.8767965  0.88839436 0.89954096
 0.90957696 0.91952955 0.92880544 0.93733737 0.94563681 0.95376292
 0.96086699 0.96770525 0.97400719 0.97988386 0.98543059 0.98948131
 0.99296639 0.99562623 0.99793993 0.99982892 1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.        ]

Loadings for Subset_30:
                                                             PC1  \
HighBP                                             -2.213395e-01   
HighChol                                           -1.943346e-01   
CholCheck                                          -7.128265e-04   
Smoker                                             -2.205539e-01   
Stroke                                             -5.014445e-02   
HeartDiseaseorAttack                               -7.454843e-02   
PhysActivity                                        2.023169e-01   
Fruits                                              1.619464e-01   
Veggies                                             1.197386e-01   
HvyAlcoholConsump                                   1.029812e-02   
AnyHealthcare                                       4.053836e-02   
NoDocbcCost                                        -1.242483e-01   
DiffWalk                                           -2.400037e-01   
BMI_Underweight                                    -8.271806e-25   
BMI_Healthy weight                                 -3.101927e-25   
BMI_Overweight                                      4.543383e-19   
BMI_Class 1 Obesity                                 4.038968e-28   
BMI_Class 2 Obesity                                 1.009742e-28   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                   1.661487e-01   
GenHlth_Very good                                   2.457157e-01   
GenHlth_Good                                       -1.633399e-01   
GenHlth_Fair                                       -1.598516e-01   
GenHlth_Poor                                       -8.867294e-02   
MentHlth_0                                          2.802854e-01   
MentHlth_1-5                                       -7.068091e-02   
MentHlth_6-10                                      -4.258515e-02   
MentHlth_11-15                                     -3.671581e-02   
MentHlth_16-20                                     -1.987500e-02   
MentHlth_21-25                                     -1.296563e-02   
MentHlth_26-30                                     -9.746293e-02   
PhysHlth_0                                          3.448159e-01   
PhysHlth_1-5                                       -8.998283e-02   
PhysHlth_6-10                                      -4.416579e-02   
PhysHlth_11-15                                     -4.188598e-02   
PhysHlth_16-20                                     -2.226237e-02   
PhysHlth_21-25                                     -1.396273e-02   
PhysHlth_26-30                                     -1.325562e-01   
Education_Never attended school or only kinderg... -6.487782e-04   
Education_Elementary                               -1.238925e-02   
Education_Some high school                         -3.819884e-02   
Education_High school graduate                     -1.873195e-01   
Education_Some college or technical school         -1.116862e-01   
Education_College graduate                          3.502426e-01   
Income_Less than $10,000                           -6.753221e-02   
Income_$10,000-$14,999                             -6.142527e-02   
Income_$15,000-$19,999                             -5.975631e-02   
Income_$20,000-$24,999                             -5.329281e-02   
Income_$25,000-$34,999                             -5.036680e-02   
Income_$35,000-$49,999                             -4.528347e-02   
Income_$50,000-$74,999                             -1.817501e-03   
Income_$75,000 or more                              3.394744e-01   
Sex_Female                                          4.543383e-19   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                           4.543383e-19   
Age_65+                                            -0.000000e+00   

                                                             PC2  \
HighBP                                              2.896854e-02   
HighChol                                            9.940410e-02   
CholCheck                                           1.345327e-02   
Smoker                                             -1.157067e-01   
Stroke                                              1.138047e-02   
HeartDiseaseorAttack                                1.733905e-02   
PhysActivity                                        3.005098e-02   
Fruits                                              9.412800e-02   
Veggies                                             6.276993e-02   
HvyAlcoholConsump                                   1.175019e-02   
AnyHealthcare                                       2.627791e-02   
NoDocbcCost                                         2.121235e-02   
DiffWalk                                            8.412956e-02   
BMI_Underweight                                     5.421011e-20   
BMI_Healthy weight                                 -8.131516e-20   
BMI_Overweight                                     -4.690486e-19   
BMI_Class 1 Obesity                                -0.000000e+00   
BMI_Class 2 Obesity                                 2.117582e-22   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                  -4.064242e-02   
GenHlth_Very good                                  -5.895157e-02   
GenHlth_Good                                        1.529428e-02   
GenHlth_Fair                                        5.263091e-02   
GenHlth_Poor                                        3.166881e-02   
MentHlth_0                                         -3.894481e-01   
MentHlth_1-5                                        2.682363e-01   
MentHlth_6-10                                       4.066327e-02   
MentHlth_11-15                                      1.992695e-02   
MentHlth_16-20                                      1.248042e-02   
MentHlth_21-25                                      5.017181e-03   
MentHlth_26-30                                      4.312405e-02   
PhysHlth_0                                         -4.169456e-01   
PhysHlth_1-5                                        2.853067e-01   
PhysHlth_6-10                                       2.910161e-02   
PhysHlth_11-15                                      2.681335e-02   
PhysHlth_16-20                                      1.189347e-02   
PhysHlth_21-25                                      7.371431e-03   
PhysHlth_26-30                                      5.645902e-02   
Education_Never attended school or only kinderg...  5.979527e-05   
Education_Elementary                                3.167916e-04   
Education_Some high school                         -2.461754e-03   
Education_High school graduate                     -2.014363e-01   
Education_Some college or technical school         -2.739261e-01   
Education_College graduate                          4.774475e-01   
Income_Less than $10,000                           -1.800312e-03   
Income_$10,000-$14,999                              2.655099e-04   
Income_$15,000-$19,999                             -1.554322e-02   
Income_$20,000-$24,999                             -2.585520e-02   
Income_$25,000-$34,999                             -4.396768e-02   
Income_$35,000-$49,999                             -8.512664e-02   
Income_$50,000-$74,999                             -1.234119e-01   
Income_$75,000 or more                              2.954394e-01   
Sex_Female                                         -4.662711e-19   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -4.662711e-19   
Age_65+                                            -0.000000e+00   

                                                             PC3  \
HighBP                                             -6.307425e-02   
HighChol                                            2.113537e-02   
CholCheck                                          -6.551811e-03   
Smoker                                              1.007785e-01   
Stroke                                             -1.185373e-02   
HeartDiseaseorAttack                               -1.292286e-02   
PhysActivity                                        3.460136e-02   
Fruits                                             -1.503423e-02   
Veggies                                             2.882156e-02   
HvyAlcoholConsump                                   1.205475e-02   
AnyHealthcare                                       7.487162e-03   
NoDocbcCost                                        -4.631877e-03   
DiffWalk                                           -3.272501e-02   
BMI_Underweight                                     3.469447e-18   
BMI_Healthy weight                                 -0.000000e+00   
BMI_Overweight                                      2.180526e-19   
BMI_Class 1 Obesity                                 1.084202e-19   
BMI_Class 2 Obesity                                 2.710505e-20   
BMI_Class 3 Obesity                                 6.776264e-21   
GenHlth_Excellent                                  -2.663594e-01   
GenHlth_Very good                                   6.799862e-01   
GenHlth_Good                                       -3.994252e-01   
GenHlth_Fair                                       -1.172250e-02   
GenHlth_Poor                                       -2.479045e-03   
MentHlth_0                                         -2.827551e-01   
MentHlth_1-5                                        2.462818e-01   
MentHlth_6-10                                       1.643907e-02   
MentHlth_11-15                                      9.047324e-03   
MentHlth_16-20                                      5.028306e-03   
MentHlth_21-25                                     -1.488416e-04   
MentHlth_26-30                                      6.107445e-03   
PhysHlth_0                                         -3.728189e-02   
PhysHlth_1-5                                        7.124195e-02   
PhysHlth_6-10                                      -5.657222e-03   
PhysHlth_11-15                                     -8.251975e-03   
PhysHlth_16-20                                      6.308803e-04   
PhysHlth_21-25                                     -1.355895e-03   
PhysHlth_26-30                                     -1.932585e-02   
Education_Never attended school or only kinderg... -4.420900e-04   
Education_Elementary                               -7.975551e-03   
Education_Some high school                         -1.456752e-02   
Education_High school graduate                     -8.527877e-02   
Education_Some college or technical school          3.042072e-01   
Education_College graduate                         -1.959432e-01   
Income_Less than $10,000                           -1.703054e-02   
Income_$10,000-$14,999                             -5.147786e-03   
Income_$15,000-$19,999                             -1.279631e-02   
Income_$20,000-$24,999                             -8.615146e-03   
Income_$25,000-$34,999                             -6.848633e-03   
Income_$35,000-$49,999                              8.636134e-03   
Income_$50,000-$74,999                              3.691575e-02   
Income_$75,000 or more                              4.886529e-03   
Sex_Female                                          1.733997e-19   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                           1.733997e-19   
Age_65+                                            -0.000000e+00   

                                                             PC4  \
HighBP                                             -2.353651e-01   
HighChol                                           -2.523133e-01   
CholCheck                                          -9.127206e-03   
Smoker                                             -9.215831e-02   
Stroke                                             -1.501812e-02   
HeartDiseaseorAttack                               -2.689481e-02   
PhysActivity                                        1.204751e-01   
Fruits                                              1.730726e-01   
Veggies                                             9.613198e-02   
HvyAlcoholConsump                                  -8.281862e-03   
AnyHealthcare                                       8.369285e-03   
NoDocbcCost                                        -8.946713e-03   
DiffWalk                                           -3.651041e-02   
BMI_Underweight                                    -1.387779e-17   
BMI_Healthy weight                                  1.387779e-17   
BMI_Overweight                                      3.084749e-18   
BMI_Class 1 Obesity                                -4.336809e-19   
BMI_Class 2 Obesity                                 2.168404e-19   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                   2.125168e-01   
GenHlth_Very good                                  -3.158849e-01   
GenHlth_Good                                        1.603184e-01   
GenHlth_Fair                                       -3.320247e-02   
GenHlth_Poor                                       -2.374790e-02   
MentHlth_0                                         -8.211448e-02   
MentHlth_1-5                                        9.486874e-02   
MentHlth_6-10                                       7.060257e-03   
MentHlth_11-15                                     -6.125605e-03   
MentHlth_16-20                                     -2.656813e-03   
MentHlth_21-25                                      4.391997e-04   
MentHlth_26-30                                     -1.147130e-02   
PhysHlth_0                                         -1.515497e-01   
PhysHlth_1-5                                        1.607003e-01   
PhysHlth_6-10                                       1.136491e-02   
PhysHlth_11-15                                      1.463259e-03   
PhysHlth_16-20                                      1.530488e-03   
PhysHlth_21-25                                     -1.598292e-03   
PhysHlth_26-30                                     -2.191099e-02   
Education_Never attended school or only kinderg... -8.753722e-05   
Education_Elementary                               -2.660806e-03   
Education_Some high school                         -1.656002e-02   
Education_High school graduate                     -3.775298e-01   
Education_Some college or technical school          6.163739e-01   
Education_College graduate                         -2.195357e-01   
Income_Less than $10,000                           -2.759485e-02   
Income_$10,000-$14,999                             -1.828006e-02   
Income_$15,000-$19,999                             -1.723127e-02   
Income_$20,000-$24,999                             -1.809626e-02   
Income_$25,000-$34,999                             -1.032926e-02   
Income_$35,000-$49,999                              1.244774e-02   
Income_$50,000-$74,999                              4.679924e-03   
Income_$75,000 or more                              7.440403e-02   
Sex_Female                                         -3.415301e-20   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                          -3.415301e-20   
Age_65+                                             0.000000e+00   

                                                             PC5  \
HighBP                                              4.453275e-01   
HighChol                                            5.148316e-01   
CholCheck                                           3.723565e-02   
Smoker                                             -1.486956e-01   
Stroke                                              1.505801e-02   
HeartDiseaseorAttack                                2.811866e-02   
PhysActivity                                        5.924121e-02   
Fruits                                              1.925842e-01   
Veggies                                             7.501268e-02   
HvyAlcoholConsump                                  -2.338980e-02   
AnyHealthcare                                       2.391265e-02   
NoDocbcCost                                        -3.860591e-02   
DiffWalk                                           -1.231278e-02   
BMI_Underweight                                     0.000000e+00   
BMI_Healthy weight                                  2.775558e-17   
BMI_Overweight                                     -4.161851e-19   
BMI_Class 1 Obesity                                -1.734723e-18   
BMI_Class 2 Obesity                                -1.734723e-18   
BMI_Class 3 Obesity                                -4.336809e-19   
GenHlth_Excellent                                  -2.211847e-01   
GenHlth_Very good                                   1.275136e-01   
GenHlth_Good                                        1.390659e-01   
GenHlth_Fair                                       -2.727495e-02   
GenHlth_Poor                                       -1.811987e-02   
MentHlth_0                                          3.562234e-01   
MentHlth_1-5                                       -2.621142e-01   
MentHlth_6-10                                      -3.032575e-02   
MentHlth_11-15                                     -1.617234e-02   
MentHlth_16-20                                     -6.121877e-03   
MentHlth_21-25                                     -4.095093e-03   
MentHlth_26-30                                     -3.739413e-02   
PhysHlth_0                                         -1.193480e-01   
PhysHlth_1-5                                        1.432010e-01   
PhysHlth_6-10                                       2.233226e-03   
PhysHlth_11-15                                      4.702976e-03   
PhysHlth_16-20                                     -2.668206e-03   
PhysHlth_21-25                                     -6.311689e-04   
PhysHlth_26-30                                     -2.748980e-02   
Education_Never attended school or only kinderg...  1.204995e-04   
Education_Elementary                                8.753588e-04   
Education_Some high school                         -4.879027e-03   
Education_High school graduate                     -2.797291e-01   
Education_Some college or technical school          2.410232e-01   
Education_College graduate                          4.258905e-02   
Income_Less than $10,000                           -8.332401e-03   
Income_$10,000-$14,999                             -1.663861e-02   
Income_$15,000-$19,999                             -1.596946e-02   
Income_$20,000-$24,999                             -2.136289e-02   
Income_$25,000-$34,999                             -2.714648e-02   
Income_$35,000-$49,999                              4.399721e-03   
Income_$50,000-$74,999                              5.131180e-02   
Income_$75,000 or more                              3.373832e-02   
Sex_Female                                         -1.193051e-19   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                          -1.193051e-19   
Age_65+                                             0.000000e+00   

                                                             PC6  \
HighBP                                              1.322121e-01   
HighChol                                            2.577669e-01   
CholCheck                                           1.227560e-02   
Smoker                                              3.044951e-01   
Stroke                                              1.537535e-02   
HeartDiseaseorAttack                                3.311821e-02   
PhysActivity                                       -9.426496e-02   
Fruits                                             -3.296239e-01   
Veggies                                            -8.346888e-02   
HvyAlcoholConsump                                   5.305464e-02   
AnyHealthcare                                       1.826990e-02   
NoDocbcCost                                        -1.546054e-02   
DiffWalk                                            3.078310e-02   
BMI_Underweight                                     1.110223e-16   
BMI_Healthy weight                                 -5.551115e-17   
BMI_Overweight                                     -4.507856e-17   
BMI_Class 1 Obesity                                -0.000000e+00   
BMI_Class 2 Obesity                                 5.551115e-17   
BMI_Class 3 Obesity                                 2.775558e-17   
GenHlth_Excellent                                   9.077374e-02   
GenHlth_Very good                                  -1.218714e-01   
GenHlth_Good                                       -1.289907e-02   
GenHlth_Fair                                        2.137596e-02   
GenHlth_Poor                                        2.262081e-02   
MentHlth_0                                         -9.388496e-02   
MentHlth_1-5                                        4.252676e-02   
MentHlth_6-10                                       5.146904e-03   
MentHlth_11-15                                      8.046299e-03   
MentHlth_16-20                                      5.821153e-03   
MentHlth_21-25                                      1.387653e-03   
MentHlth_26-30                                      3.095619e-02   
PhysHlth_0                                          2.579559e-01   
PhysHlth_1-5                                       -2.735267e-01   
PhysHlth_6-10                                      -8.702702e-03   
PhysHlth_11-15                                     -3.961547e-03   
PhysHlth_16-20                                      3.826763e-03   
PhysHlth_21-25                                      7.629453e-04   
PhysHlth_26-30                                      2.364534e-02   
Education_Never attended school or only kinderg... -3.248462e-04   
Education_Elementary                               -1.494200e-03   
Education_Some high school                          1.110614e-02   
Education_High school graduate                     -1.465593e-01   
Education_Some college or technical school          1.902929e-01   
Education_College graduate                         -5.302066e-02   
Income_Less than $10,000                            8.209437e-03   
Income_$10,000-$14,999                              9.946682e-03   
Income_$15,000-$19,999                             -2.421263e-03   
Income_$20,000-$24,999                             -1.686208e-02   
Income_$25,000-$34,999                             -3.008540e-02   
Income_$35,000-$49,999                             -1.154655e-01   
Income_$50,000-$74,999                             -3.898004e-01   
Income_$75,000 or more                              5.364785e-01   
Sex_Female                                          1.057798e-19   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                           1.057798e-19   
Age_65+                                            -0.000000e+00   

                                                             PC7  \
HighBP                                              1.669370e-01   
HighChol                                            2.501549e-01   
CholCheck                                           7.057857e-03   
Smoker                                             -9.142354e-02   
Stroke                                             -8.119340e-03   
HeartDiseaseorAttack                               -9.064096e-03   
PhysActivity                                        1.542712e-01   
Fruits                                              1.914457e-01   
Veggies                                             6.569152e-02   
HvyAlcoholConsump                                   7.791891e-03   
AnyHealthcare                                       1.043288e-03   
NoDocbcCost                                        -7.917698e-03   
DiffWalk                                           -1.314800e-01   
BMI_Underweight                                    -1.110223e-16   
BMI_Healthy weight                                  1.110223e-16   
BMI_Overweight                                      6.885756e-17   
BMI_Class 1 Obesity                                 1.387779e-17   
BMI_Class 2 Obesity                                 1.387779e-17   
BMI_Class 3 Obesity                                -5.551115e-17   
GenHlth_Excellent                                  -2.745864e-02   
GenHlth_Very good                                  -9.606271e-02   
GenHlth_Good                                        2.805753e-01   
GenHlth_Fair                                       -1.031967e-01   
GenHlth_Poor                                       -5.385731e-02   
MentHlth_0                                         -3.965088e-01   
MentHlth_1-5                                        3.929824e-01   
MentHlth_6-10                                       1.936281e-02   
MentHlth_11-15                                      1.963161e-03   
MentHlth_16-20                                     -3.069285e-04   
MentHlth_21-25                                     -7.285487e-05   
MentHlth_26-30                                     -1.741983e-02   
PhysHlth_0                                          4.371012e-01   
PhysHlth_1-5                                       -2.820847e-01   
PhysHlth_6-10                                      -2.211931e-02   
PhysHlth_11-15                                     -1.930072e-02   
PhysHlth_16-20                                     -1.195944e-02   
PhysHlth_21-25                                     -5.837875e-03   
PhysHlth_26-30                                     -9.579910e-02   
Education_Never attended school or only kinderg...  3.973349e-04   
Education_Elementary                               -1.732516e-03   
Education_Some high school                         -8.058409e-03   
Education_High school graduate                     -7.278593e-02   
Education_Some college or technical school          1.893184e-03   
Education_College graduate                          8.028634e-02   
Income_Less than $10,000                           -2.601529e-02   
Income_$10,000-$14,999                             -1.749658e-02   
Income_$15,000-$19,999                             -8.966135e-03   
Income_$20,000-$24,999                             -6.803144e-03   
Income_$25,000-$34,999                              2.317223e-02   
Income_$35,000-$49,999                              4.594273e-02   
Income_$50,000-$74,999                              2.272065e-01   
Income_$75,000 or more                             -2.370403e-01   
Sex_Female                                          5.168904e-19   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           5.168904e-19   
Age_65+                                             0.000000e+00   

                                                             PC8  \
HighBP                                             -1.480734e-01   
HighChol                                           -5.209823e-02   
CholCheck                                          -2.126128e-03   
Smoker                                              3.933064e-01   
Stroke                                             -3.936317e-02   
HeartDiseaseorAttack                               -6.773766e-02   
PhysActivity                                        1.218446e-01   
Fruits                                             -1.773911e-01   
Veggies                                             1.398226e-02   
HvyAlcoholConsump                                   4.986292e-02   
AnyHealthcare                                       1.889529e-02   
NoDocbcCost                                        -7.832156e-02   
DiffWalk                                           -2.477830e-01   
BMI_Underweight                                    -5.551115e-17   
BMI_Healthy weight                                 -1.110223e-16   
BMI_Overweight                                     -4.159578e-18   
BMI_Class 1 Obesity                                 1.110223e-16   
BMI_Class 2 Obesity                                -5.551115e-17   
BMI_Class 3 Obesity                                -6.938894e-18   
GenHlth_Excellent                                  -2.880256e-01   
GenHlth_Very good                                   1.075365e-01   
GenHlth_Good                                        5.547416e-01   
GenHlth_Fair                                       -2.503873e-01   
GenHlth_Poor                                       -1.238652e-01   
MentHlth_0                                          7.518064e-02   
MentHlth_1-5                                        7.935561e-02   
MentHlth_6-10                                      -1.399401e-02   
MentHlth_11-15                                     -2.708495e-02   
MentHlth_16-20                                     -1.407887e-02   
MentHlth_21-25                                     -8.186527e-03   
MentHlth_26-30                                     -9.119189e-02   
PhysHlth_0                                         -5.252283e-02   
PhysHlth_1-5                                        3.095664e-01   
PhysHlth_6-10                                      -6.557308e-03   
PhysHlth_11-15                                     -2.849763e-02   
PhysHlth_16-20                                     -2.379085e-02   
PhysHlth_21-25                                     -1.548007e-02   
PhysHlth_26-30                                     -1.827177e-01   
Education_Never attended school or only kinderg... -1.161032e-03   
Education_Elementary                               -1.766227e-02   
Education_Some high school                         -2.910754e-02   
Education_High school graduate                      1.597736e-01   
Education_Some college or technical school         -6.812274e-02   
Education_College graduate                         -4.371999e-02   
Income_Less than $10,000                           -6.151100e-02   
Income_$10,000-$14,999                             -5.145530e-02   
Income_$15,000-$19,999                             -2.820079e-02   
Income_$20,000-$24,999                             -1.638070e-02   
Income_$25,000-$34,999                              7.219156e-03   
Income_$35,000-$49,999                             -1.094538e-02   
Income_$50,000-$74,999                              1.606628e-02   
Income_$75,000 or more                              1.452077e-01   
Sex_Female                                          8.581625e-19   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           8.581625e-19   
Age_65+                                             0.000000e+00   

                                                             PC9  \
HighBP                                             -4.328911e-02   
HighChol                                            1.005837e-02   
CholCheck                                          -2.376537e-03   
Smoker                                              7.675438e-01   
Stroke                                              2.190478e-02   
HeartDiseaseorAttack                                4.187791e-02   
PhysActivity                                        1.146678e-01   
Fruits                                              4.356103e-01   
Veggies                                             2.082359e-01   
HvyAlcoholConsump                                   4.833713e-02   
AnyHealthcare                                       1.146116e-03   
NoDocbcCost                                         3.601650e-02   
DiffWalk                                            1.064695e-01   
BMI_Underweight                                    -2.775558e-17   
BMI_Healthy weight                                 -5.551115e-17   
BMI_Overweight                                      6.844748e-17   
BMI_Class 1 Obesity                                -1.387779e-16   
BMI_Class 2 Obesity                                -0.000000e+00   
BMI_Class 3 Obesity                                 8.326673e-17   
GenHlth_Excellent                                   8.348733e-02   
GenHlth_Very good                                  -4.992704e-02   
GenHlth_Good                                       -1.404867e-01   
GenHlth_Fair                                        5.331909e-02   
GenHlth_Poor                                        5.360735e-02   
MentHlth_0                                          5.462458e-02   
MentHlth_1-5                                       -1.047228e-01   
MentHlth_6-10                                      -5.189623e-03   
MentHlth_11-15                                      5.899729e-03   
MentHlth_16-20                                      9.284760e-03   
MentHlth_21-25                                      2.076387e-03   
MentHlth_26-30                                      3.802692e-02   
PhysHlth_0                                         -2.002280e-02   
PhysHlth_1-5                                       -9.097569e-02   
PhysHlth_6-10                                       6.527319e-03   
PhysHlth_11-15                                      1.131416e-02   
PhysHlth_16-20                                      9.223257e-03   
PhysHlth_21-25                                      4.216495e-03   
PhysHlth_26-30                                      7.971727e-02   
Education_Never attended school or only kinderg... -5.845944e-04   
Education_Elementary                               -1.877781e-03   
Education_Some high school                          9.890639e-03   
Education_High school graduate                     -1.351640e-01   
Education_Some college or technical school         -4.214031e-02   
Education_College graduate                          1.698760e-01   
Income_Less than $10,000                            4.299290e-03   
Income_$10,000-$14,999                              1.804993e-02   
Income_$15,000-$19,999                              8.038449e-03   
Income_$20,000-$24,999                             -1.135650e-02   
Income_$25,000-$34,999                             -1.269740e-02   
Income_$35,000-$49,999                             -4.371031e-02   
Income_$50,000-$74,999                              1.356083e-01   
Income_$75,000 or more                             -9.823175e-02   
Sex_Female                                         -3.495458e-19   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -3.495458e-19   
Age_65+                                            -0.000000e+00   

                                                            PC10  ...  PC49  \
HighBP                                              7.678711e-02  ...  -0.0   
HighChol                                            5.625023e-02  ...  -0.0   
CholCheck                                           1.690811e-02  ...  -0.0   
Smoker                                             -1.103581e-01  ...  -0.0   
Stroke                                              1.856874e-03  ...  -0.0   
HeartDiseaseorAttack                                6.974288e-03  ...  -0.0   
PhysActivity                                        1.372909e-01  ...  -0.0   
Fruits                                              5.729439e-01  ...  -0.0   
Veggies                                             1.698663e-01  ...  -0.0   
HvyAlcoholConsump                                  -2.523589e-02  ...  -0.0   
AnyHealthcare                                      -3.742949e-03  ...  -0.0   
NoDocbcCost                                        -2.918099e-02  ...  -0.0   
DiffWalk                                           -9.976304e-03  ...  -0.0   
BMI_Underweight                                    -5.551115e-17  ...  -0.0   
BMI_Healthy weight                                  1.110223e-16  ...  -0.0   
BMI_Overweight                                      4.708262e-19  ...  -0.0   
BMI_Class 1 Obesity                                 2.220446e-16  ...  -0.0   
BMI_Class 2 Obesity                                -0.000000e+00  ...  -0.0   
BMI_Class 3 Obesity                                -0.000000e+00  ...  -0.0   
GenHlth_Excellent                                   7.921775e-03  ...  -0.0   
GenHlth_Very good                                  -1.725728e-02  ...  -0.0   
GenHlth_Good                                       -2.766247e-03  ...  -0.0   
GenHlth_Fair                                        1.746983e-02  ...  -0.0   
GenHlth_Poor                                       -5.368078e-03  ...  -0.0   
MentHlth_0                                         -4.054022e-02  ...  -0.0   
MentHlth_1-5                                        6.691026e-02  ...  -0.0   
MentHlth_6-10                                      -2.198850e-03  ...  -0.0   
MentHlth_11-15                                     -4.919799e-03  ...  -0.0   
MentHlth_16-20                                     -3.225358e-03  ...  -0.0   
MentHlth_21-25                                     -1.768720e-04  ...  -0.0   
MentHlth_26-30                                     -1.584916e-02  ...  -0.0   
PhysHlth_0                                         -1.240288e-02  ...  -0.0   
PhysHlth_1-5                                        1.327640e-02  ...  -0.0   
PhysHlth_6-10                                       4.932533e-04  ...  -0.0   
PhysHlth_11-15                                      6.123986e-03  ...  -0.0   
PhysHlth_16-20                                     -2.280508e-03  ...  -0.0   
PhysHlth_21-25                                      1.376783e-03  ...  -0.0   
PhysHlth_26-30                                     -6.587030e-03  ...  -0.0   
Education_Never attended school or only kinderg...  2.625897e-04  ...  -0.0   
Education_Elementary                               -6.231378e-04  ...  -0.0   
Education_Some high school                         -2.208732e-02  ...  -0.0   
Education_High school graduate                      4.880182e-01  ...  -0.0   
Education_Some college or technical school         -8.116773e-02  ...  -0.0   
Education_College graduate                         -3.844026e-01  ...  -0.0   
Income_Less than $10,000                            6.798605e-03  ...  -0.0   
Income_$10,000-$14,999                              7.511491e-03  ...  -0.0   
Income_$15,000-$19,999                              1.648249e-02  ...  -0.0   
Income_$20,000-$24,999                              1.861563e-02  ...  -0.0   
Income_$25,000-$34,999                              1.674794e-02  ...  -0.0   
Income_$35,000-$49,999                             -2.448212e-02  ...  -0.0   
Income_$50,000-$74,999                             -3.353591e-01  ...  -0.0   
Income_$75,000 or more                              2.936851e-01  ...  -0.0   
Sex_Female                                         -1.927941e-19  ...  -0.0   
Sex_Male                                           -0.000000e+00  ...   1.0   
Age_18-29                                          -0.000000e+00  ...  -0.0   
Age_30-49                                          -0.000000e+00  ...  -0.0   
Age_50-64                                          -1.927941e-19  ...  -0.0   
Age_65+                                            -0.000000e+00  ...  -0.0   

                                                    PC50  PC51          PC52  \
HighBP                                               0.0   0.0  0.000000e+00   
HighChol                                             0.0   0.0  1.253019e-17   
CholCheck                                            0.0   0.0  9.509149e-18   
Smoker                                               0.0   0.0 -1.966526e-17   
Stroke                                               0.0   0.0 -1.045470e-16   
HeartDiseaseorAttack                                 0.0   0.0 -1.417316e-16   
PhysActivity                                         0.0   0.0 -1.648762e-17   
Fruits                                               0.0   0.0  2.348552e-17   
Veggies                                              0.0   0.0 -7.198906e-17   
HvyAlcoholConsump                                    0.0   0.0  1.797227e-17   
AnyHealthcare                                        0.0   0.0  1.478405e-16   
NoDocbcCost                                          0.0   0.0  1.097843e-16   
DiffWalk                                             0.0   0.0  4.192954e-17   
BMI_Underweight                                      0.0   0.0  1.328832e-02   
BMI_Healthy weight                                   0.0   0.0 -1.224431e-01   
BMI_Overweight                                       0.0   0.0  1.350988e-01   
BMI_Class 1 Obesity                                  0.0   0.0  1.284634e-01   
BMI_Class 2 Obesity                                  0.0   0.0  1.282561e-01   
BMI_Class 3 Obesity                                  0.0   0.0 -2.010977e-01   
GenHlth_Excellent                                    0.0   0.0  4.575186e-02   
GenHlth_Very good                                    0.0   0.0  4.575186e-02   
GenHlth_Good                                         0.0   0.0  4.575186e-02   
GenHlth_Fair                                         0.0   0.0  4.575186e-02   
GenHlth_Poor                                         0.0   0.0  4.575186e-02   
MentHlth_0                                           0.0   0.0 -1.104369e-01   
MentHlth_1-5                                         0.0   0.0 -1.104369e-01   
MentHlth_6-10                                        0.0   0.0 -1.104369e-01   
MentHlth_11-15                                       0.0   0.0 -1.104369e-01   
MentHlth_16-20                                       0.0   0.0 -1.104369e-01   
MentHlth_21-25                                       0.0   0.0 -1.104369e-01   
MentHlth_26-30                                       0.0   0.0 -1.104369e-01   
PhysHlth_0                                           0.0   0.0  4.329028e-02   
PhysHlth_1-5                                         0.0   0.0  4.329028e-02   
PhysHlth_6-10                                        0.0   0.0  4.329028e-02   
PhysHlth_11-15                                       0.0   0.0  4.329028e-02   
PhysHlth_16-20                                       0.0   0.0  4.329028e-02   
PhysHlth_21-25                                       0.0   0.0  4.329028e-02   
PhysHlth_26-30                                       0.0   0.0  4.329028e-02   
Education_Never attended school or only kinderg...   0.0   0.0 -4.286179e-02   
Education_Elementary                                 0.0   0.0 -4.286179e-02   
Education_Some high school                           0.0   0.0 -4.286179e-02   
Education_High school graduate                       0.0   0.0 -4.286179e-02   
Education_Some college or technical school           0.0   0.0 -4.286179e-02   
Education_College graduate                           0.0   0.0 -4.286179e-02   
Income_Less than $10,000                             0.0   0.0  3.087275e-02   
Income_$10,000-$14,999                               0.0   0.0  3.087275e-02   
Income_$15,000-$19,999                               0.0   0.0  3.087275e-02   
Income_$20,000-$24,999                               0.0   0.0  3.087275e-02   
Income_$25,000-$34,999                               0.0   0.0  3.087275e-02   
Income_$35,000-$49,999                               0.0   0.0  3.087275e-02   
Income_$50,000-$74,999                               0.0   0.0  3.087275e-02   
Income_$75,000 or more                               0.0   0.0  3.087275e-02   
Sex_Female                                           0.0   0.0  6.187003e-01   
Sex_Male                                             0.0   0.0  0.000000e+00   
Age_18-29                                            0.0   1.0  0.000000e+00   
Age_30-49                                            1.0   0.0  0.000000e+00   
Age_50-64                                            0.0   0.0  6.187003e-01   
Age_65+                                              0.0   0.0  0.000000e+00   

                                                            PC53  \
HighBP                                             -0.000000e+00   
HighChol                                           -3.007246e-17   
CholCheck                                          -1.142699e-16   
Smoker                                             -3.426650e-17   
Stroke                                              2.628292e-16   
HeartDiseaseorAttack                               -3.184610e-16   
PhysActivity                                        3.351608e-17   
Fruits                                             -3.442682e-17   
Veggies                                            -6.674434e-17   
HvyAlcoholConsump                                   6.940104e-17   
AnyHealthcare                                       3.289697e-16   
NoDocbcCost                                         3.808157e-16   
DiffWalk                                           -1.131928e-16   
BMI_Underweight                                    -1.423317e-01   
BMI_Healthy weight                                  1.458581e-01   
BMI_Overweight                                     -3.275966e-01   
BMI_Class 1 Obesity                                 1.964665e-01   
BMI_Class 2 Obesity                                 4.496857e-01   
BMI_Class 3 Obesity                                -1.460040e-01   
GenHlth_Excellent                                  -2.936183e-02   
GenHlth_Very good                                  -2.936183e-02   
GenHlth_Good                                       -2.936183e-02   
GenHlth_Fair                                       -2.936183e-02   
GenHlth_Poor                                       -2.936183e-02   
MentHlth_0                                         -1.785336e-01   
MentHlth_1-5                                       -1.785336e-01   
MentHlth_6-10                                      -1.785336e-01   
MentHlth_11-15                                     -1.785336e-01   
MentHlth_16-20                                     -1.785336e-01   
MentHlth_21-25                                     -1.785336e-01   
MentHlth_26-30                                     -1.785336e-01   
PhysHlth_0                                         -9.510397e-02   
PhysHlth_1-5                                       -9.510397e-02   
PhysHlth_6-10                                      -9.510397e-02   
PhysHlth_11-15                                     -9.510397e-02   
PhysHlth_16-20                                     -9.510397e-02   
PhysHlth_21-25                                     -9.510397e-02   
PhysHlth_26-30                                     -9.510397e-02   
Education_Never attended school or only kinderg... -1.141214e-01   
Education_Elementary                               -1.141214e-01   
Education_Some high school                         -1.141214e-01   
Education_High school graduate                     -1.141214e-01   
Education_Some college or technical school         -1.141214e-01   
Education_College graduate                         -1.141214e-01   
Income_Less than $10,000                            1.413113e-01   
Income_$10,000-$14,999                              1.413113e-01   
Income_$15,000-$19,999                              1.413113e-01   
Income_$20,000-$24,999                              1.413113e-01   
Income_$25,000-$34,999                              1.413113e-01   
Income_$35,000-$49,999                              1.413113e-01   
Income_$50,000-$74,999                              1.413113e-01   
Income_$75,000 or more                              1.413113e-01   
Sex_Female                                         -1.737489e-01   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -1.737486e-01   
Age_65+                                            -0.000000e+00   

                                                            PC54  \
HighBP                                              0.000000e+00   
HighChol                                            1.910855e-17   
CholCheck                                          -1.224725e-16   
Smoker                                              7.403632e-18   
Stroke                                              4.146491e-16   
HeartDiseaseorAttack                                9.290062e-17   
PhysActivity                                       -4.253999e-17   
Fruits                                             -9.096935e-18   
Veggies                                             8.109243e-17   
HvyAlcoholConsump                                   9.236790e-17   
AnyHealthcare                                       5.109865e-17   
NoDocbcCost                                        -1.650359e-16   
DiffWalk                                            1.320701e-16   
BMI_Underweight                                     4.914095e-02   
BMI_Healthy weight                                  3.307089e-01   
BMI_Overweight                                      4.199937e-01   
BMI_Class 1 Obesity                                 1.264761e-01   
BMI_Class 2 Obesity                                 3.923643e-02   
BMI_Class 3 Obesity                                 7.384475e-01   
GenHlth_Excellent                                   8.955809e-02   
GenHlth_Very good                                   8.955809e-02   
GenHlth_Good                                        8.955809e-02   
GenHlth_Fair                                        8.955809e-02   
GenHlth_Poor                                        8.955809e-02   
MentHlth_0                                         -1.166332e-01   
MentHlth_1-5                                       -1.166332e-01   
MentHlth_6-10                                      -1.166332e-01   
MentHlth_11-15                                     -1.166332e-01   
MentHlth_16-20                                     -1.166332e-01   
MentHlth_21-25                                     -1.166332e-01   
MentHlth_26-30                                     -1.166332e-01   
PhysHlth_0                                         -4.843166e-03   
PhysHlth_1-5                                       -4.843166e-03   
PhysHlth_6-10                                      -4.843166e-03   
PhysHlth_11-15                                     -4.843166e-03   
PhysHlth_16-20                                     -4.843166e-03   
PhysHlth_21-25                                     -4.843166e-03   
PhysHlth_26-30                                     -4.843166e-03   
Education_Never attended school or only kinderg... -4.643382e-02   
Education_Elementary                               -4.643382e-02   
Education_Some high school                         -4.643382e-02   
Education_High school graduate                     -4.643382e-02   
Education_Some college or technical school         -4.643382e-02   
Education_College graduate                         -4.643382e-02   
Income_Less than $10,000                           -7.497521e-03   
Income_$10,000-$14,999                             -7.497521e-03   
Income_$15,000-$19,999                             -7.497521e-03   
Income_$20,000-$24,999                             -7.497521e-03   
Income_$25,000-$34,999                             -7.497521e-03   
Income_$35,000-$49,999                             -7.497521e-03   
Income_$50,000-$74,999                             -7.497521e-03   
Income_$75,000 or more                             -7.497521e-03   
Sex_Female                                         -7.236132e-03   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                          -7.236108e-03   
Age_65+                                             0.000000e+00   

                                                            PC55  \
HighBP                                             -0.000000e+00   
HighChol                                            1.503623e-17   
CholCheck                                          -6.413079e-17   
Smoker                                             -4.650716e-17   
Stroke                                             -1.120206e-16   
HeartDiseaseorAttack                               -3.673889e-16   
PhysActivity                                        1.132262e-17   
Fruits                                             -4.912362e-17   
Veggies                                             7.053740e-17   
HvyAlcoholConsump                                   1.067996e-16   
AnyHealthcare                                      -2.147111e-16   
NoDocbcCost                                         2.773776e-17   
DiffWalk                                            1.736443e-16   
BMI_Underweight                                    -1.062521e-01   
BMI_Healthy weight                                 -3.139737e-01   
BMI_Overweight                                     -3.234230e-01   
BMI_Class 1 Obesity                                -2.027466e-01   
BMI_Class 2 Obesity                                 1.738999e-01   
BMI_Class 3 Obesity                                 4.747920e-01   
GenHlth_Excellent                                  -1.837712e-01   
GenHlth_Very good                                  -1.837712e-01   
GenHlth_Good                                       -1.837712e-01   
GenHlth_Fair                                       -1.837712e-01   
GenHlth_Poor                                       -1.837712e-01   
MentHlth_0                                          1.867611e-03   
MentHlth_1-5                                        1.867611e-03   
MentHlth_6-10                                       1.867611e-03   
MentHlth_11-15                                      1.867611e-03   
MentHlth_16-20                                      1.867611e-03   
MentHlth_21-25                                      1.867611e-03   
MentHlth_26-30                                      1.867611e-03   
PhysHlth_0                                          2.011641e-01   
PhysHlth_1-5                                        2.011641e-01   
PhysHlth_6-10                                       2.011641e-01   
PhysHlth_11-15                                      2.011641e-01   
PhysHlth_16-20                                      2.011641e-01   
PhysHlth_21-25                                      2.011641e-01   
PhysHlth_26-30                                      2.011641e-01   
Education_Never attended school or only kinderg... -2.846924e-02   
Education_Elementary                               -2.846924e-02   
Education_Some high school                         -2.846924e-02   
Education_High school graduate                     -2.846924e-02   
Education_Some college or technical school         -2.846924e-02   
Education_College graduate                         -2.846924e-02   
Income_Less than $10,000                            5.686315e-02   
Income_$10,000-$14,999                              5.686315e-02   
Income_$15,000-$19,999                              5.686315e-02   
Income_$20,000-$24,999                              5.686315e-02   
Income_$25,000-$34,999                              5.686315e-02   
Income_$35,000-$49,999                              5.686315e-02   
Income_$50,000-$74,999                              5.686315e-02   
Income_$75,000 or more                              5.686315e-02   
Sex_Female                                          5.417959e-02   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                           5.417956e-02   
Age_65+                                            -0.000000e+00   

                                                            PC56  \
HighBP                                             -0.000000e+00   
HighChol                                            1.754227e-17   
CholCheck                                           7.356179e-17   
Smoker                                             -3.930732e-17   
Stroke                                             -4.996618e-16   
HeartDiseaseorAttack                                3.149065e-16   
PhysActivity                                       -9.009623e-17   
Fruits                                             -1.976354e-18   
Veggies                                            -1.269347e-17   
HvyAlcoholConsump                                   1.902371e-16   
AnyHealthcare                                      -1.118284e-16   
NoDocbcCost                                        -1.930685e-16   
DiffWalk                                           -2.554233e-18   
BMI_Underweight                                    -3.341528e-01   
BMI_Healthy weight                                  2.961255e-01   
BMI_Overweight                                      9.706604e-02   
BMI_Class 1 Obesity                                 3.169963e-01   
BMI_Class 2 Obesity                                 5.953182e-01   
BMI_Class 3 Obesity                                -5.982221e-02   
GenHlth_Excellent                                   2.442622e-02   
GenHlth_Very good                                   2.442622e-02   
GenHlth_Good                                        2.442622e-02   
GenHlth_Fair                                        2.442622e-02   
GenHlth_Poor                                        2.442622e-02   
MentHlth_0                                          1.431965e-01   
MentHlth_1-5                                        1.431965e-01   
MentHlth_6-10                                       1.431965e-01   
MentHlth_11-15                                      1.431965e-01   
MentHlth_16-20                                      1.431965e-01   
MentHlth_21-25                                      1.431965e-01   
MentHlth_26-30                                      1.431965e-01   
PhysHlth_0                                          1.004739e-01   
PhysHlth_1-5                                        1.004739e-01   
PhysHlth_6-10                                       1.004739e-01   
PhysHlth_11-15                                      1.004739e-01   
PhysHlth_16-20                                      1.004739e-01   
PhysHlth_21-25                                      1.004739e-01   
PhysHlth_26-30                                      1.004739e-01   
Education_Never attended school or only kinderg...  1.256212e-01   
Education_Elementary                                1.256212e-01   
Education_Some high school                          1.256212e-01   
Education_High school graduate                      1.256212e-01   
Education_Some college or technical school          1.256212e-01   
Education_College graduate                          1.256212e-01   
Income_Less than $10,000                           -5.058538e-02   
Income_$10,000-$14,999                             -5.058538e-02   
Income_$15,000-$19,999                             -5.058538e-02   
Income_$20,000-$24,999                             -5.058538e-02   
Income_$25,000-$34,999                             -5.058538e-02   
Income_$35,000-$49,999                             -5.058538e-02   
Income_$50,000-$74,999                             -5.058538e-02   
Income_$75,000 or more                             -5.058538e-02   
Sex_Female                                          1.450151e-02   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                           1.450150e-02   
Age_65+                                            -0.000000e+00   

                                                            PC57          PC58  
HighBP                                              0.000000e+00 -0.000000e+00  
HighChol                                           -8.019324e-17  4.761474e-17  
CholCheck                                           1.419971e-16  8.302153e-17  
Smoker                                              6.050390e-17  7.577612e-17  
Stroke                                             -3.628077e-16 -5.831338e-17  
HeartDiseaseorAttack                                2.322316e-16  1.116303e-16  
PhysActivity                                        2.220210e-18  2.442389e-17  
Fruits                                              6.159247e-17 -9.105325e-17  
Veggies                                            -3.456462e-16  1.454775e-16  
HvyAlcoholConsump                                  -2.606280e-16 -6.346087e-17  
AnyHealthcare                                       5.759757e-17  4.784008e-17  
NoDocbcCost                                         1.264116e-16  7.361763e-17  
DiffWalk                                           -9.037589e-17  2.001446e-16  
BMI_Underweight                                     4.043437e-01  1.904782e-03  
BMI_Healthy weight                                 -3.186356e-01  2.415407e-01  
BMI_Overweight                                      3.117239e-01 -6.790075e-02  
BMI_Class 1 Obesity                                 1.783670e-01  6.855379e-01  
BMI_Class 2 Obesity                                 1.908701e-01 -4.986226e-01  
BMI_Class 3 Obesity                                 9.849535e-02 -4.458456e-02  
GenHlth_Excellent                                  -4.748551e-02 -1.658907e-01  
GenHlth_Very good                                  -4.748551e-02 -1.658907e-01  
GenHlth_Good                                       -4.748551e-02 -1.658907e-01  
GenHlth_Fair                                       -4.748551e-02 -1.658907e-01  
GenHlth_Poor                                       -4.748551e-02 -1.658907e-01  
MentHlth_0                                          1.090332e-01  1.539951e-02  
MentHlth_1-5                                        1.090332e-01  1.539951e-02  
MentHlth_6-10                                       1.090332e-01  1.539951e-02  
MentHlth_11-15                                      1.090332e-01  1.539951e-02  
MentHlth_16-20                                      1.090332e-01  1.539951e-02  
MentHlth_21-25                                      1.090332e-01  1.539951e-02  
MentHlth_26-30                                      1.090332e-01  1.539951e-02  
PhysHlth_0                                         -8.609380e-02  8.400061e-02  
PhysHlth_1-5                                       -8.609380e-02  8.400061e-02  
PhysHlth_6-10                                      -8.609380e-02  8.400061e-02  
PhysHlth_11-15                                     -8.609380e-02  8.400061e-02  
PhysHlth_16-20                                     -8.609380e-02  8.400061e-02  
PhysHlth_21-25                                     -8.609380e-02  8.400061e-02  
PhysHlth_26-30                                     -8.609380e-02  8.400061e-02  
Education_Never attended school or only kinderg...  1.022875e-01 -2.654709e-02  
Education_Elementary                                1.022875e-01 -2.654709e-02  
Education_Some high school                          1.022875e-01 -2.654709e-02  
Education_High school graduate                      1.022875e-01 -2.654709e-02  
Education_Some college or technical school          1.022875e-01 -2.654709e-02  
Education_College graduate                          1.022875e-01 -2.654709e-02  
Income_Less than $10,000                            2.092460e-01  5.415614e-02  
Income_$10,000-$14,999                              2.092460e-01  5.415614e-02  
Income_$15,000-$19,999                              2.092460e-01  5.415614e-02  
Income_$20,000-$24,999                              2.092460e-01  5.415614e-02  
Income_$25,000-$34,999                              2.092460e-01  5.415614e-02  
Income_$35,000-$49,999                              2.092460e-01  5.415614e-02  
Income_$50,000-$74,999                              2.092460e-01  5.415614e-02  
Income_$75,000 or more                              2.092460e-01  5.415614e-02  
Sex_Female                                         -1.472573e-02  7.950654e-03  
Sex_Male                                            0.000000e+00 -0.000000e+00  
Age_18-29                                           0.000000e+00 -0.000000e+00  
Age_30-49                                           0.000000e+00 -0.000000e+00  
Age_50-64                                          -1.472575e-02  7.950647e-03  
Age_65+                                             0.000000e+00 -0.000000e+00  

[58 rows x 58 columns]

PCA Results for Subset_30:
        PC1       PC2       PC3       PC4       PC5       PC6       PC7  \
0 -0.066771 -0.312816 -0.829658 -0.225797 -0.542774  0.182017 -0.012187   
1 -1.413449  0.659909 -0.217455 -0.645767  0.009067  0.454252 -0.442217   
2 -0.768191 -0.690804 -0.246744  0.779246 -0.045119 -0.177795 -0.366321   
3 -1.317191 -0.287046 -0.484044 -0.621844  0.017047  0.211776  0.727067   
4 -1.614604  0.112661 -0.041559 -0.679770  0.038502 -0.281739  0.055828   

        PC8       PC9      PC10  ...  PC49  PC50  PC51  PC52          PC53  \
0  0.636351  0.121663 -1.045810  ...   0.0   0.0   0.0   0.0  2.220446e-16   
1 -1.052339 -0.383264  0.823640  ...   0.0   0.0   0.0   0.0  3.330669e-16   
2  0.700779  0.128614 -0.991284  ...   0.0   0.0   0.0   0.0 -3.330669e-16   
3  0.163118  0.273970  0.604598  ...   0.0   0.0   0.0   0.0 -5.551115e-16   
4 -0.586352  0.690815  0.323053  ...   0.0   0.0   0.0   0.0  1.110223e-16   

           PC54          PC55          PC56          PC57          PC58  
0 -2.775558e-16  5.551115e-17  5.551115e-17  3.330669e-16 -2.498002e-16  
1 -3.330669e-16  4.440892e-16  0.000000e+00  3.330669e-16  2.775558e-17  
2  5.551115e-17 -2.220446e-16  2.775558e-16  0.000000e+00 -2.220446e-16  
3 -1.665335e-16  3.885781e-16  1.110223e-16  1.110223e-16  3.885781e-16  
4  2.220446e-16  5.551115e-17 -6.661338e-16 -8.881784e-16 -4.718448e-16  

[5 rows x 58 columns]
No description has been provided for this image
For Subset_30, retain 25 components to explain 90% of the variance.


Explained Variance for Subset_31:
[1.24825806e-01 7.71324563e-02 6.69900948e-02 5.94480458e-02
 5.51294621e-02 5.35562132e-02 4.77974218e-02 4.44869035e-02
 4.33379439e-02 4.17347816e-02 3.87497744e-02 3.46798105e-02
 3.04116739e-02 2.90501786e-02 2.78429757e-02 2.14108322e-02
 1.88031934e-02 1.79338878e-02 1.48581296e-02 1.42924745e-02
 1.23141211e-02 1.17432025e-02 1.14627322e-02 1.04411989e-02
 1.00299429e-02 9.26357975e-03 8.52203726e-03 7.77825472e-03
 6.80737047e-03 6.73804000e-03 6.59036898e-03 6.36109234e-03
 6.28718366e-03 6.14804166e-03 4.84086566e-03 3.24547953e-03
 3.17771445e-03 2.52922384e-03 2.05325571e-03 1.03125689e-03
 1.62977800e-04 1.50965700e-17 1.44116087e-17 9.18827437e-18
 8.64904168e-18 7.75617346e-18 4.68843331e-18 3.40888140e-18
 2.07511817e-29 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00]

Cumulative Variance for Subset_31:
[0.12482581 0.20195826 0.26894836 0.3283964  0.38352587 0.43708208
 0.4848795  0.5293664  0.57270435 0.61443913 0.6531889  0.68786871
 0.71828039 0.74733057 0.77517354 0.79658437 0.81538757 0.83332146
 0.84817959 0.86247206 0.87478618 0.88652938 0.89799212 0.90843331
 0.91846326 0.92772684 0.93624887 0.94402713 0.9508345  0.95757254
 0.96416291 0.970524   0.97681118 0.98295923 0.98780009 0.99104557
 0.99422329 0.99675251 0.99880577 0.99983702 1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.        ]

Loadings for Subset_31:
                                                             PC1  \
HighBP                                             -2.056103e-01   
HighChol                                           -1.717058e-01   
CholCheck                                           2.144935e-04   
Smoker                                             -2.579654e-01   
Stroke                                             -4.553348e-02   
HeartDiseaseorAttack                               -1.188394e-01   
PhysActivity                                        1.979388e-01   
Fruits                                              1.426686e-01   
Veggies                                             1.281968e-01   
HvyAlcoholConsump                                  -9.794603e-03   
AnyHealthcare                                       4.308908e-02   
NoDocbcCost                                        -9.761249e-02   
DiffWalk                                           -2.420699e-01   
BMI_Underweight                                    -8.271806e-25   
BMI_Healthy weight                                 -0.000000e+00   
BMI_Overweight                                     -0.000000e+00   
BMI_Class 1 Obesity                                 3.872239e-17   
BMI_Class 2 Obesity                                -0.000000e+00   
BMI_Class 3 Obesity                                 2.524355e-29   
GenHlth_Excellent                                   8.404216e-02   
GenHlth_Very good                                   3.004905e-01   
GenHlth_Good                                       -1.168079e-01   
GenHlth_Fair                                       -1.690876e-01   
GenHlth_Poor                                       -9.863716e-02   
MentHlth_0                                          2.168210e-01   
MentHlth_1-5                                       -5.530947e-02   
MentHlth_6-10                                      -3.399919e-02   
MentHlth_11-15                                     -2.671218e-02   
MentHlth_16-20                                     -1.579960e-02   
MentHlth_21-25                                     -4.595393e-03   
MentHlth_26-30                                     -8.040513e-02   
PhysHlth_0                                          3.334054e-01   
PhysHlth_1-5                                       -7.390983e-02   
PhysHlth_6-10                                      -4.361675e-02   
PhysHlth_11-15                                     -3.380044e-02   
PhysHlth_16-20                                     -1.676434e-02   
PhysHlth_21-25                                     -1.147090e-02   
PhysHlth_26-30                                     -1.538431e-01   
Education_Never attended school or only kinderg... -5.532285e-04   
Education_Elementary                               -1.478500e-02   
Education_Some high school                         -3.789602e-02   
Education_High school graduate                     -2.114541e-01   
Education_Some college or technical school         -7.012170e-02   
Education_College graduate                          3.348101e-01   
Income_Less than $10,000                           -4.047943e-02   
Income_$10,000-$14,999                             -4.925453e-02   
Income_$15,000-$19,999                             -5.453855e-02   
Income_$20,000-$24,999                             -6.013545e-02   
Income_$25,000-$34,999                             -6.286710e-02   
Income_$35,000-$49,999                             -7.119771e-02   
Income_$50,000-$74,999                             -6.245997e-02   
Income_$75,000 or more                              4.009327e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                            3.872239e-17   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                           3.872239e-17   
Age_65+                                            -0.000000e+00   

                                                             PC2  \
HighBP                                              1.916834e-01   
HighChol                                            2.637199e-01   
CholCheck                                           2.801348e-02   
Smoker                                             -1.071595e-01   
Stroke                                              2.382075e-02   
HeartDiseaseorAttack                                7.059895e-02   
PhysActivity                                        9.078102e-02   
Fruits                                              9.609817e-02   
Veggies                                             8.916149e-02   
HvyAlcoholConsump                                  -1.416206e-02   
AnyHealthcare                                       3.680677e-02   
NoDocbcCost                                         3.541567e-02   
DiffWalk                                            1.129599e-01   
BMI_Underweight                                     5.421011e-20   
BMI_Healthy weight                                  1.355253e-20   
BMI_Overweight                                      0.000000e+00   
BMI_Class 1 Obesity                                -8.336087e-17   
BMI_Class 2 Obesity                                 1.058791e-22   
BMI_Class 3 Obesity                                 2.646978e-23   
GenHlth_Excellent                                  -3.164173e-02   
GenHlth_Very good                                  -1.284688e-01   
GenHlth_Good                                        4.089959e-02   
GenHlth_Fair                                        7.094733e-02   
GenHlth_Poor                                        4.826360e-02   
MentHlth_0                                         -2.722870e-01   
MentHlth_1-5                                        1.547040e-01   
MentHlth_6-10                                       3.233902e-02   
MentHlth_11-15                                      2.289918e-02   
MentHlth_16-20                                      9.604719e-03   
MentHlth_21-25                                      4.719060e-03   
MentHlth_26-30                                      4.802103e-02   
PhysHlth_0                                         -4.192910e-01   
PhysHlth_1-5                                        2.561853e-01   
PhysHlth_6-10                                       3.266673e-02   
PhysHlth_11-15                                      2.332926e-02   
PhysHlth_16-20                                      1.231681e-02   
PhysHlth_21-25                                      7.371664e-03   
PhysHlth_26-30                                      8.742119e-02   
Education_Never attended school or only kinderg...  4.745887e-04   
Education_Elementary                                1.319408e-03   
Education_Some high school                          3.880745e-03   
Education_High school graduate                     -3.034009e-01   
Education_Some college or technical school         -1.715638e-01   
Education_College graduate                          4.692899e-01   
Income_Less than $10,000                            1.739526e-03   
Income_$10,000-$14,999                              1.229741e-02   
Income_$15,000-$19,999                              5.740095e-05   
Income_$20,000-$24,999                             -1.306291e-02   
Income_$25,000-$34,999                             -2.321974e-02   
Income_$35,000-$49,999                             -9.501909e-02   
Income_$50,000-$74,999                             -1.615049e-01   
Income_$75,000 or more                              2.787123e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                           -8.336197e-17   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                          -8.336197e-17   
Age_65+                                             0.000000e+00   

                                                             PC3  \
HighBP                                              4.164656e-02   
HighChol                                            6.314374e-02   
CholCheck                                           3.633527e-03   
Smoker                                              1.687039e-02   
Stroke                                             -1.935591e-02   
HeartDiseaseorAttack                               -1.285467e-02   
PhysActivity                                        3.219446e-02   
Fruits                                              4.701603e-02   
Veggies                                             3.227064e-02   
HvyAlcoholConsump                                   5.442208e-03   
AnyHealthcare                                       9.218858e-03   
NoDocbcCost                                        -4.637600e-02   
DiffWalk                                           -1.252019e-01   
BMI_Underweight                                    -3.469447e-18   
BMI_Healthy weight                                 -0.000000e+00   
BMI_Overweight                                     -8.673617e-19   
BMI_Class 1 Obesity                                 4.788628e-17   
BMI_Class 2 Obesity                                -0.000000e+00   
BMI_Class 3 Obesity                                 2.710505e-20   
GenHlth_Excellent                                   2.299078e-02   
GenHlth_Very good                                  -5.365727e-01   
GenHlth_Good                                        7.496202e-01   
GenHlth_Fair                                       -1.549288e-01   
GenHlth_Poor                                       -8.110946e-02   
MentHlth_0                                          1.438034e-01   
MentHlth_1-5                                       -4.361582e-02   
MentHlth_6-10                                      -2.177048e-02   
MentHlth_11-15                                     -1.165818e-02   
MentHlth_16-20                                     -8.169307e-03   
MentHlth_21-25                                     -2.723464e-03   
MentHlth_26-30                                     -5.586611e-02   
PhysHlth_0                                          1.984327e-01   
PhysHlth_1-5                                       -2.915505e-02   
PhysHlth_6-10                                      -2.126508e-02   
PhysHlth_11-15                                     -2.243643e-02   
PhysHlth_16-20                                     -9.100339e-03   
PhysHlth_21-25                                     -8.372709e-03   
PhysHlth_26-30                                     -1.081030e-01   
Education_Never attended school or only kinderg... -5.954894e-04   
Education_Elementary                               -4.955777e-03   
Education_Some high school                         -1.182740e-02   
Education_High school graduate                     -1.091928e-02   
Education_Some college or technical school         -2.125084e-02   
Education_College graduate                          4.954878e-02   
Income_Less than $10,000                           -1.693806e-02   
Income_$10,000-$14,999                             -1.931620e-02   
Income_$15,000-$19,999                             -1.938982e-02   
Income_$20,000-$24,999                             -2.463414e-02   
Income_$25,000-$34,999                             -6.026746e-03   
Income_$35,000-$49,999                              1.089065e-02   
Income_$50,000-$74,999                             -1.159841e-03   
Income_$75,000 or more                              7.657414e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                            4.830935e-17   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                           4.830935e-17   
Age_65+                                            -0.000000e+00   

                                                             PC4  \
HighBP                                             -3.913790e-02   
HighChol                                           -3.007205e-02   
CholCheck                                          -9.041064e-03   
Smoker                                             -5.918374e-03   
Stroke                                             -3.322791e-03   
HeartDiseaseorAttack                                7.800187e-04   
PhysActivity                                        6.169948e-02   
Fruits                                              1.122021e-01   
Veggies                                             1.017312e-01   
HvyAlcoholConsump                                  -5.936770e-03   
AnyHealthcare                                       3.651949e-03   
NoDocbcCost                                         9.889216e-03   
DiffWalk                                            2.238936e-02   
BMI_Underweight                                    -5.551115e-17   
BMI_Healthy weight                                 -1.665335e-16   
BMI_Overweight                                     -2.775558e-17   
BMI_Class 1 Obesity                                 4.429932e-17   
BMI_Class 2 Obesity                                -3.469447e-18   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                  -1.453994e-02   
GenHlth_Very good                                  -1.017381e-02   
GenHlth_Good                                        4.138826e-02   
GenHlth_Fair                                       -1.213039e-02   
GenHlth_Poor                                       -4.544112e-03   
MentHlth_0                                         -3.830461e-02   
MentHlth_1-5                                        3.855356e-02   
MentHlth_6-10                                      -3.306360e-03   
MentHlth_11-15                                      5.616053e-03   
MentHlth_16-20                                     -2.738819e-04   
MentHlth_21-25                                     -2.301302e-04   
MentHlth_26-30                                     -2.054632e-03   
PhysHlth_0                                         -6.449971e-02   
PhysHlth_1-5                                        4.800835e-02   
PhysHlth_6-10                                       5.925809e-03   
PhysHlth_11-15                                      1.718354e-03   
PhysHlth_16-20                                      1.373219e-03   
PhysHlth_21-25                                      4.328600e-04   
PhysHlth_26-30                                      7.041120e-03   
Education_Never attended school or only kinderg...  2.075750e-05   
Education_Elementary                               -5.592298e-04   
Education_Some high school                         -1.076584e-03   
Education_High school graduate                     -5.424985e-01   
Education_Some college or technical school          7.794763e-01   
Education_College graduate                         -2.353627e-01   
Income_Less than $10,000                           -4.178295e-03   
Income_$10,000-$14,999                             -1.092390e-02   
Income_$15,000-$19,999                             -5.479912e-03   
Income_$20,000-$24,999                             -2.999626e-03   
Income_$25,000-$34,999                             -7.633515e-04   
Income_$35,000-$49,999                             -8.598680e-03   
Income_$50,000-$74,999                              6.138505e-03   
Income_$75,000 or more                              2.680526e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                            4.389801e-17   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                           4.389801e-17   
Age_65+                                            -0.000000e+00   

                                                             PC5  \
HighBP                                              5.088731e-01   
HighChol                                            5.727739e-01   
CholCheck                                           3.830206e-02   
Smoker                                              6.240569e-02   
Stroke                                              1.060563e-02   
HeartDiseaseorAttack                                8.322039e-02   
PhysActivity                                       -5.468782e-02   
Fruits                                             -3.654718e-01   
Veggies                                            -1.521149e-01   
HvyAlcoholConsump                                   2.413917e-02   
AnyHealthcare                                       3.747805e-02   
NoDocbcCost                                        -4.050053e-02   
DiffWalk                                           -6.018138e-02   
BMI_Underweight                                    -5.551115e-17   
BMI_Healthy weight                                 -5.551115e-17   
BMI_Overweight                                      5.551115e-17   
BMI_Class 1 Obesity                                 1.206010e-16   
BMI_Class 2 Obesity                                -6.938894e-18   
BMI_Class 3 Obesity                                 1.734723e-18   
GenHlth_Excellent                                  -9.510868e-02   
GenHlth_Very good                                   1.912104e-01   
GenHlth_Good                                       -6.099446e-02   
GenHlth_Fair                                       -1.452727e-02   
GenHlth_Poor                                       -2.057994e-02   
MentHlth_0                                          1.454110e-01   
MentHlth_1-5                                       -8.827897e-02   
MentHlth_6-10                                      -1.665217e-02   
MentHlth_11-15                                     -3.539127e-03   
MentHlth_16-20                                     -7.602728e-03   
MentHlth_21-25                                     -4.098997e-03   
MentHlth_26-30                                     -2.523904e-02   
PhysHlth_0                                          2.721823e-01   
PhysHlth_1-5                                       -1.774171e-01   
PhysHlth_6-10                                      -2.044926e-02   
PhysHlth_11-15                                     -1.101885e-02   
PhysHlth_16-20                                     -3.477811e-03   
PhysHlth_21-25                                     -4.603267e-03   
PhysHlth_26-30                                     -5.521601e-02   
Education_Never attended school or only kinderg...  5.699083e-04   
Education_Elementary                               -4.203684e-03   
Education_Some high school                          1.007548e-03   
Education_High school graduate                     -9.518102e-02   
Education_Some college or technical school          1.033944e-01   
Education_College graduate                         -5.587141e-03   
Income_Less than $10,000                           -6.270039e-03   
Income_$10,000-$14,999                             -5.907504e-03   
Income_$15,000-$19,999                             -1.972976e-02   
Income_$20,000-$24,999                             -2.475911e-02   
Income_$25,000-$34,999                             -2.149970e-02   
Income_$35,000-$49,999                             -2.979562e-02   
Income_$50,000-$74,999                             -3.682874e-02   
Income_$75,000 or more                              1.447905e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                            1.216952e-16   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                           1.216952e-16   
Age_65+                                            -0.000000e+00   

                                                             PC6  \
HighBP                                              2.585478e-01   
HighChol                                            2.186416e-01   
CholCheck                                           1.811455e-02   
Smoker                                              2.775546e-01   
Stroke                                              1.151564e-02   
HeartDiseaseorAttack                                7.129646e-02   
PhysActivity                                        1.496143e-01   
Fruits                                              7.354437e-01   
Veggies                                             3.859549e-01   
HvyAlcoholConsump                                   1.047024e-02   
AnyHealthcare                                      -1.681215e-03   
NoDocbcCost                                         1.018649e-02   
DiffWalk                                            4.734622e-02   
BMI_Underweight                                     8.326673e-17   
BMI_Healthy weight                                  1.110223e-16   
BMI_Overweight                                      0.000000e+00   
BMI_Class 1 Obesity                                -5.431214e-17   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                  -1.625496e-02   
GenHlth_Very good                                   5.360517e-02   
GenHlth_Good                                       -8.804051e-02   
GenHlth_Fair                                        3.139188e-02   
GenHlth_Poor                                        1.929841e-02   
MentHlth_0                                          1.081945e-01   
MentHlth_1-5                                       -9.077660e-02   
MentHlth_6-10                                      -9.879565e-03   
MentHlth_11-15                                      1.373859e-04   
MentHlth_16-20                                     -6.232006e-03   
MentHlth_21-25                                     -1.083147e-04   
MentHlth_26-30                                     -1.335429e-03   
PhysHlth_0                                          8.737696e-02   
PhysHlth_1-5                                       -1.181141e-01   
PhysHlth_6-10                                      -5.648286e-03   
PhysHlth_11-15                                      2.418593e-03   
PhysHlth_16-20                                     -8.093685e-04   
PhysHlth_21-25                                      2.154246e-03   
PhysHlth_26-30                                      3.262200e-02   
Education_Never attended school or only kinderg...  5.642152e-04   
Education_Elementary                                1.855836e-04   
Education_Some high school                          5.968868e-03   
Education_High school graduate                      1.362951e-01   
Education_Some college or technical school         -4.785983e-02   
Education_College graduate                         -9.515389e-02   
Income_Less than $10,000                            2.139610e-04   
Income_$10,000-$14,999                              2.549014e-03   
Income_$15,000-$19,999                              1.195188e-02   
Income_$20,000-$24,999                              8.709551e-03   
Income_$25,000-$34,999                              1.005626e-02   
Income_$35,000-$49,999                              2.054078e-02   
Income_$50,000-$74,999                             -5.814579e-03   
Income_$75,000 or more                             -4.820687e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                           -4.456599e-17   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                          -4.456599e-17   
Age_65+                                             0.000000e+00   

                                                             PC7  \
HighBP                                             -2.153975e-01   
HighChol                                           -7.592831e-02   
CholCheck                                          -5.645508e-03   
Smoker                                              5.986451e-01   
Stroke                                             -1.392561e-03   
HeartDiseaseorAttack                                1.211938e-02   
PhysActivity                                       -2.583195e-02   
Fruits                                             -1.577896e-01   
Veggies                                             3.537950e-02   
HvyAlcoholConsump                                   3.103954e-02   
AnyHealthcare                                       7.496632e-03   
NoDocbcCost                                        -1.508902e-02   
DiffWalk                                            5.140274e-02   
BMI_Underweight                                     5.551115e-17   
BMI_Healthy weight                                  2.775558e-17   
BMI_Overweight                                      0.000000e+00   
BMI_Class 1 Obesity                                -3.358859e-17   
BMI_Class 2 Obesity                                 2.775558e-17   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                   3.519430e-02   
GenHlth_Very good                                  -4.251084e-02   
GenHlth_Good                                       -2.914270e-02   
GenHlth_Fair                                        1.018573e-02   
GenHlth_Poor                                        2.627351e-02   
MentHlth_0                                          4.895704e-02   
MentHlth_1-5                                       -6.261273e-02   
MentHlth_6-10                                      -3.934480e-03   
MentHlth_11-15                                      2.480580e-03   
MentHlth_16-20                                      3.258018e-03   
MentHlth_21-25                                      2.568349e-05   
MentHlth_26-30                                      1.182589e-02   
PhysHlth_0                                         -7.862976e-02   
PhysHlth_1-5                                        2.712697e-02   
PhysHlth_6-10                                       1.170285e-02   
PhysHlth_11-15                                      2.116803e-03   
PhysHlth_16-20                                      5.943642e-04   
PhysHlth_21-25                                      1.714227e-03   
PhysHlth_26-30                                      3.537455e-02   
Education_Never attended school or only kinderg...  7.363984e-04   
Education_Elementary                               -1.162958e-03   
Education_Some high school                          3.987974e-03   
Education_High school graduate                      1.300972e-01   
Education_Some college or technical school          3.294771e-02   
Education_College graduate                         -1.666063e-01   
Income_Less than $10,000                            5.303950e-03   
Income_$10,000-$14,999                              1.133616e-02   
Income_$15,000-$19,999                              9.263677e-03   
Income_$20,000-$24,999                             -3.092916e-03   
Income_$25,000-$34,999                             -1.508256e-02   
Income_$35,000-$49,999                             -1.050192e-01   
Income_$50,000-$74,999                             -4.397476e-01   
Income_$75,000 or more                              5.370385e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                           -4.487335e-17   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                          -4.487335e-17   
Age_65+                                             0.000000e+00   

                                                             PC8  \
HighBP                                              8.149561e-02   
HighChol                                           -3.850975e-03   
CholCheck                                           2.538012e-03   
Smoker                                              2.050403e-03   
Stroke                                             -1.017559e-02   
HeartDiseaseorAttack                               -1.661753e-02   
PhysActivity                                        7.346287e-02   
Fruits                                             -6.077438e-02   
Veggies                                             1.153715e-02   
HvyAlcoholConsump                                  -1.278797e-02   
AnyHealthcare                                       2.410970e-02   
NoDocbcCost                                        -6.084319e-02   
DiffWalk                                           -7.006283e-02   
BMI_Underweight                                    -5.551115e-17   
BMI_Healthy weight                                  1.387779e-17   
BMI_Overweight                                      1.040834e-17   
BMI_Class 1 Obesity                                -1.705729e-16   
BMI_Class 2 Obesity                                 3.330669e-16   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                  -7.243700e-02   
GenHlth_Very good                                   1.148752e-01   
GenHlth_Good                                        3.778841e-02   
GenHlth_Fair                                       -3.703242e-02   
GenHlth_Poor                                       -4.319422e-02   
MentHlth_0                                          5.861060e-01   
MentHlth_1-5                                       -3.844479e-01   
MentHlth_6-10                                      -5.149060e-02   
MentHlth_11-15                                     -3.214866e-02   
MentHlth_16-20                                     -1.361221e-02   
MentHlth_21-25                                     -6.673872e-03   
MentHlth_26-30                                     -9.773272e-02   
PhysHlth_0                                         -4.310353e-01   
PhysHlth_1-5                                        4.781924e-01   
PhysHlth_6-10                                       1.312246e-02   
PhysHlth_11-15                                     -5.003861e-03   
PhysHlth_16-20                                     -2.531695e-03   
PhysHlth_21-25                                     -3.889823e-03   
PhysHlth_26-30                                     -4.885416e-02   
Education_Never attended school or only kinderg... -1.253160e-03   
Education_Elementary                               -1.135350e-02   
Education_Some high school                         -1.606550e-02   
Education_High school graduate                      4.551780e-02   
Education_Some college or technical school          1.080853e-02   
Education_College graduate                         -2.765416e-02   
Income_Less than $10,000                           -2.262166e-02   
Income_$10,000-$14,999                             -2.632216e-02   
Income_$15,000-$19,999                             -1.654935e-02   
Income_$20,000-$24,999                             -2.993560e-02   
Income_$25,000-$34,999                             -1.683366e-03   
Income_$35,000-$49,999                             -9.547371e-03   
Income_$50,000-$74,999                              1.479751e-01   
Income_$75,000 or more                             -4.131556e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                           -2.042715e-16   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                          -2.042715e-16   
Age_65+                                             0.000000e+00   

                                                             PC9  \
HighBP                                             -6.460559e-02   
HighChol                                            2.438566e-01   
CholCheck                                           1.232637e-02   
Smoker                                             -1.957695e-01   
Stroke                                             -4.396007e-02   
HeartDiseaseorAttack                               -8.587779e-02   
PhysActivity                                        1.946876e-01   
Fruits                                              5.370522e-02   
Veggies                                             1.786639e-02   
HvyAlcoholConsump                                   1.026806e-02   
AnyHealthcare                                       2.800072e-02   
NoDocbcCost                                        -4.244352e-02   
DiffWalk                                           -2.233030e-01   
BMI_Underweight                                    -8.326673e-17   
BMI_Healthy weight                                  1.196959e-16   
BMI_Overweight                                     -1.387779e-17   
BMI_Class 1 Obesity                                -2.072986e-16   
BMI_Class 2 Obesity                                -2.775558e-17   
BMI_Class 3 Obesity                                -2.775558e-17   
GenHlth_Excellent                                  -1.780043e-01   
GenHlth_Very good                                   2.772810e-01   
GenHlth_Good                                        1.791412e-01   
GenHlth_Fair                                       -1.716672e-01   
GenHlth_Poor                                       -1.067507e-01   
MentHlth_0                                         -2.987807e-01   
MentHlth_1-5                                        3.117667e-01   
MentHlth_6-10                                       2.219412e-02   
MentHlth_11-15                                      3.239791e-03   
MentHlth_16-20                                     -3.734646e-04   
MentHlth_21-25                                      5.007851e-05   
MentHlth_26-30                                     -3.809653e-02   
PhysHlth_0                                         -8.205365e-02   
PhysHlth_1-5                                        2.873458e-01   
PhysHlth_6-10                                      -3.375382e-03   
PhysHlth_11-15                                     -1.021355e-02   
PhysHlth_16-20                                     -1.080279e-02   
PhysHlth_21-25                                     -5.197251e-03   
PhysHlth_26-30                                     -1.757032e-01   
Education_Never attended school or only kinderg... -2.819618e-04   
Education_Elementary                               -2.382638e-02   
Education_Some high school                         -5.431406e-02   
Education_High school graduate                      3.717526e-01   
Education_Some college or technical school          6.473833e-02   
Education_College graduate                         -3.580685e-01   
Income_Less than $10,000                           -2.336368e-02   
Income_$10,000-$14,999                             -3.461950e-02   
Income_$15,000-$19,999                             -4.816375e-02   
Income_$20,000-$24,999                             -2.719514e-02   
Income_$25,000-$34,999                             -1.080546e-02   
Income_$35,000-$49,999                             -2.126012e-03   
Income_$50,000-$74,999                             -1.284777e-02   
Income_$75,000 or more                              1.591213e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                           -1.729300e-16   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                          -1.729300e-16   
Age_65+                                             0.000000e+00   

                                                            PC10  ...  \
HighBP                                             -2.422486e-01  ...   
HighChol                                            1.260482e-01  ...   
CholCheck                                          -1.468680e-02  ...   
Smoker                                              6.128583e-01  ...   
Stroke                                             -2.191866e-02  ...   
HeartDiseaseorAttack                               -2.569649e-02  ...   
PhysActivity                                        1.461896e-01  ...   
Fruits                                             -1.337440e-01  ...   
Veggies                                             7.213637e-02  ...   
HvyAlcoholConsump                                   2.728895e-02  ...   
AnyHealthcare                                      -1.699724e-03  ...   
NoDocbcCost                                        -1.118769e-02  ...   
DiffWalk                                           -1.165505e-01  ...   
BMI_Underweight                                    -1.110223e-16  ...   
BMI_Healthy weight                                 -8.326673e-17  ...   
BMI_Overweight                                     -5.551115e-17  ...   
BMI_Class 1 Obesity                                 2.285850e-17  ...   
BMI_Class 2 Obesity                                -0.000000e+00  ...   
BMI_Class 3 Obesity                                -5.551115e-17  ...   
GenHlth_Excellent                                  -1.042321e-01  ...   
GenHlth_Very good                                   2.048191e-01  ...   
GenHlth_Good                                        9.166773e-02  ...   
GenHlth_Fair                                       -1.437865e-01  ...   
GenHlth_Poor                                       -4.846821e-02  ...   
MentHlth_0                                         -1.254031e-01  ...   
MentHlth_1-5                                        1.533406e-01  ...   
MentHlth_6-10                                       6.505671e-03  ...   
MentHlth_11-15                                     -4.796541e-03  ...   
MentHlth_16-20                                     -1.835284e-03  ...   
MentHlth_21-25                                     -5.105123e-04  ...   
MentHlth_26-30                                     -2.730090e-02  ...   
PhysHlth_0                                          4.602619e-02  ...   
PhysHlth_1-5                                        8.644719e-02  ...   
PhysHlth_6-10                                      -5.889917e-03  ...   
PhysHlth_11-15                                     -1.620476e-02  ...   
PhysHlth_16-20                                     -3.621498e-03  ...   
PhysHlth_21-25                                     -4.252588e-03  ...   
PhysHlth_26-30                                     -1.025046e-01  ...   
Education_Never attended school or only kinderg...  2.741780e-04  ...   
Education_Elementary                               -4.814408e-03  ...   
Education_Some high school                          1.440451e-02  ...   
Education_High school graduate                     -2.066991e-01  ...   
Education_Some college or technical school         -7.736678e-02  ...   
Education_College graduate                          2.742016e-01  ...   
Income_Less than $10,000                           -1.223845e-02  ...   
Income_$10,000-$14,999                             -1.366707e-02  ...   
Income_$15,000-$19,999                             -1.786302e-02  ...   
Income_$20,000-$24,999                             -3.027665e-02  ...   
Income_$25,000-$34,999                             -9.040906e-03  ...   
Income_$35,000-$49,999                             -2.685110e-02  ...   
Income_$50,000-$74,999                              3.807663e-01  ...   
Income_$75,000 or more                             -2.708291e-01  ...   
Sex_Female                                         -0.000000e+00  ...   
Sex_Male                                            4.790920e-19  ...   
Age_18-29                                          -0.000000e+00  ...   
Age_30-49                                          -0.000000e+00  ...   
Age_50-64                                           4.790920e-19  ...   
Age_65+                                            -0.000000e+00  ...   

                                                            PC49  PC50  PC51  \
HighBP                                              0.000000e+00   0.0  -0.0   
HighChol                                            6.555565e-22   0.0  -0.0   
CholCheck                                          -1.101561e-21   0.0  -0.0   
Smoker                                             -3.153483e-22   0.0  -0.0   
Stroke                                              9.513505e-21   0.0  -0.0   
HeartDiseaseorAttack                               -2.240520e-21   0.0  -0.0   
PhysActivity                                        3.646564e-22   0.0  -0.0   
Fruits                                             -1.413751e-22   0.0  -0.0   
Veggies                                             8.158702e-22   0.0  -0.0   
HvyAlcoholConsump                                   1.147154e-21   0.0  -0.0   
AnyHealthcare                                      -1.704147e-21   0.0  -0.0   
NoDocbcCost                                        -1.136761e-21   0.0  -0.0   
DiffWalk                                            1.729629e-22   0.0  -0.0   
BMI_Underweight                                    -1.282195e-06   0.0  -0.0   
BMI_Healthy weight                                  5.547560e-07   0.0  -0.0   
BMI_Overweight                                     -1.034239e-06   0.0  -0.0   
BMI_Class 1 Obesity                                 1.003549e-06   0.0  -0.0   
BMI_Class 2 Obesity                                 1.047700e-06   0.0  -0.0   
BMI_Class 3 Obesity                                 2.536807e-06   0.0  -0.0   
GenHlth_Excellent                                  -4.056556e-07   0.0  -0.0   
GenHlth_Very good                                  -4.056556e-07   0.0  -0.0   
GenHlth_Good                                       -4.056556e-07   0.0  -0.0   
GenHlth_Fair                                       -4.056556e-07   0.0  -0.0   
GenHlth_Poor                                       -4.056556e-07   0.0  -0.0   
MentHlth_0                                          2.166186e-07   0.0  -0.0   
MentHlth_1-5                                        2.166186e-07   0.0  -0.0   
MentHlth_6-10                                       2.166186e-07   0.0  -0.0   
MentHlth_11-15                                      2.166186e-07   0.0  -0.0   
MentHlth_16-20                                      2.166186e-07   0.0  -0.0   
MentHlth_21-25                                      2.166186e-07   0.0  -0.0   
MentHlth_26-30                                      2.166186e-07   0.0  -0.0   
PhysHlth_0                                         -8.199695e-07   0.0  -0.0   
PhysHlth_1-5                                       -8.199695e-07   0.0  -0.0   
PhysHlth_6-10                                      -8.199695e-07   0.0  -0.0   
PhysHlth_11-15                                     -8.199695e-07   0.0  -0.0   
PhysHlth_16-20                                     -8.199695e-07   0.0  -0.0   
PhysHlth_21-25                                     -8.199695e-07   0.0  -0.0   
PhysHlth_26-30                                     -8.199695e-07   0.0  -0.0   
Education_Never attended school or only kinderg...  6.201128e-07   0.0  -0.0   
Education_Elementary                                6.201128e-07   0.0  -0.0   
Education_Some high school                          6.201128e-07   0.0  -0.0   
Education_High school graduate                      6.201128e-07   0.0  -0.0   
Education_Some college or technical school          6.201128e-07   0.0  -0.0   
Education_College graduate                          6.201128e-07   0.0  -0.0   
Income_Less than $10,000                           -1.257667e-06   0.0  -0.0   
Income_$10,000-$14,999                             -1.257667e-06   0.0  -0.0   
Income_$15,000-$19,999                             -1.257667e-06   0.0  -0.0   
Income_$20,000-$24,999                             -1.257667e-06   0.0  -0.0   
Income_$25,000-$34,999                             -1.257667e-06   0.0  -0.0   
Income_$35,000-$49,999                             -1.257667e-06   0.0  -0.0   
Income_$50,000-$74,999                             -1.257667e-06   0.0  -0.0   
Income_$75,000 or more                             -1.257667e-06   0.0  -0.0   
Sex_Female                                          4.304587e-06   0.0  -0.0   
Sex_Male                                            7.071074e-01   0.0  -0.0   
Age_18-29                                           0.000000e+00   0.0   1.0   
Age_30-49                                           0.000000e+00   0.0  -0.0   
Age_50-64                                          -7.071062e-01   0.0  -0.0   
Age_65+                                             0.000000e+00   1.0  -0.0   

                                                    PC52          PC53  \
HighBP                                               0.0 -0.000000e+00   
HighChol                                             0.0 -4.063718e-27   
CholCheck                                            0.0  6.190274e-28   
Smoker                                               0.0  2.719157e-27   
Stroke                                               0.0 -2.072809e-26   
HeartDiseaseorAttack                                 0.0  7.101329e-27   
PhysActivity                                         0.0 -3.017521e-27   
Fruits                                               0.0  9.342833e-28   
Veggies                                              0.0 -5.365699e-27   
HvyAlcoholConsump                                    0.0 -5.328036e-27   
AnyHealthcare                                        0.0  7.691127e-27   
NoDocbcCost                                          0.0  5.338863e-27   
DiffWalk                                             0.0  1.302331e-27   
BMI_Underweight                                      0.0  5.519347e-12   
BMI_Healthy weight                                   0.0 -2.388158e-12   
BMI_Overweight                                       0.0  4.451910e-12   
BMI_Class 1 Obesity                                  0.0 -4.319930e-12   
BMI_Class 2 Obesity                                  0.0 -4.509993e-12   
BMI_Class 3 Obesity                                  0.0 -1.092006e-11   
GenHlth_Excellent                                    0.0  1.746213e-12   
GenHlth_Very good                                    0.0  1.746213e-12   
GenHlth_Good                                         0.0  1.746213e-12   
GenHlth_Fair                                         0.0  1.746213e-12   
GenHlth_Poor                                         0.0  1.746213e-12   
MentHlth_0                                           0.0 -9.324634e-13   
MentHlth_1-5                                         0.0 -9.324634e-13   
MentHlth_6-10                                        0.0 -9.324634e-13   
MentHlth_11-15                                       0.0 -9.324634e-13   
MentHlth_16-20                                       0.0 -9.324634e-13   
MentHlth_21-25                                       0.0 -9.324634e-13   
MentHlth_26-30                                       0.0 -9.324634e-13   
PhysHlth_0                                           0.0  3.529691e-12   
PhysHlth_1-5                                         0.0  3.529691e-12   
PhysHlth_6-10                                        0.0  3.529691e-12   
PhysHlth_11-15                                       0.0  3.529691e-12   
PhysHlth_16-20                                       0.0  3.529691e-12   
PhysHlth_21-25                                       0.0  3.529691e-12   
PhysHlth_26-30                                       0.0  3.529691e-12   
Education_Never attended school or only kinderg...   0.0 -2.669374e-12   
Education_Elementary                                 0.0 -2.669374e-12   
Education_Some high school                           0.0 -2.669374e-12   
Education_High school graduate                       0.0 -2.669374e-12   
Education_Some college or technical school           0.0 -2.669374e-12   
Education_College graduate                           0.0 -2.669374e-12   
Income_Less than $10,000                             0.0  5.413798e-12   
Income_$10,000-$14,999                               0.0  5.413798e-12   
Income_$15,000-$19,999                               0.0  5.413798e-12   
Income_$20,000-$24,999                               0.0  5.413798e-12   
Income_$25,000-$34,999                               0.0  5.413798e-12   
Income_$35,000-$49,999                               0.0  5.413798e-12   
Income_$50,000-$74,999                               0.0  5.413798e-12   
Income_$75,000 or more                               0.0  5.413798e-12   
Sex_Female                                           0.0  1.000000e+00   
Sex_Male                                             0.0 -3.043805e-06   
Age_18-29                                            0.0 -0.000000e+00   
Age_30-49                                            1.0 -0.000000e+00   
Age_50-64                                            0.0  3.043800e-06   
Age_65+                                              0.0 -0.000000e+00   

                                                            PC54  \
HighBP                                             -0.000000e+00   
HighChol                                            1.288876e-16   
CholCheck                                           1.097144e-16   
Smoker                                             -1.946556e-17   
Stroke                                              3.041294e-16   
HeartDiseaseorAttack                               -3.058510e-16   
PhysActivity                                       -6.015835e-17   
Fruits                                              1.899088e-17   
Veggies                                             2.141608e-16   
HvyAlcoholConsump                                   1.518277e-16   
AnyHealthcare                                      -1.278748e-16   
NoDocbcCost                                        -2.127802e-16   
DiffWalk                                            4.549007e-17   
BMI_Underweight                                    -2.755345e-01   
BMI_Healthy weight                                  9.760967e-03   
BMI_Overweight                                     -1.389827e-01   
BMI_Class 1 Obesity                                 1.626758e-01   
BMI_Class 2 Obesity                                 1.195916e-01   
BMI_Class 3 Obesity                                 3.126064e-01   
GenHlth_Excellent                                  -8.468376e-02   
GenHlth_Very good                                  -8.468376e-02   
GenHlth_Good                                       -8.468376e-02   
GenHlth_Fair                                       -8.468376e-02   
GenHlth_Poor                                       -8.468376e-02   
MentHlth_0                                          1.790709e-02   
MentHlth_1-5                                        1.790709e-02   
MentHlth_6-10                                       1.790709e-02   
MentHlth_11-15                                      1.790709e-02   
MentHlth_16-20                                      1.790709e-02   
MentHlth_21-25                                      1.790709e-02   
MentHlth_26-30                                      1.790709e-02   
PhysHlth_0                                         -1.593359e-01   
PhysHlth_1-5                                       -1.593359e-01   
PhysHlth_6-10                                      -1.593359e-01   
PhysHlth_11-15                                     -1.593359e-01   
PhysHlth_16-20                                     -1.593359e-01   
PhysHlth_21-25                                     -1.593359e-01   
PhysHlth_26-30                                     -1.593359e-01   
Education_Never attended school or only kinderg...  1.245845e-01   
Education_Elementary                                1.245845e-01   
Education_Some high school                          1.245845e-01   
Education_High school graduate                      1.245845e-01   
Education_Some college or technical school          1.245845e-01   
Education_College graduate                          1.245845e-01   
Income_Less than $10,000                           -2.390453e-01   
Income_$10,000-$14,999                             -2.390453e-01   
Income_$15,000-$19,999                             -2.390453e-01   
Income_$20,000-$24,999                             -2.390453e-01   
Income_$25,000-$34,999                             -2.390453e-01   
Income_$35,000-$49,999                             -2.390453e-01   
Income_$50,000-$74,999                             -2.390453e-01   
Income_$75,000 or more                             -2.390453e-01   
Sex_Female                                          2.220446e-16   
Sex_Male                                           -6.890575e-03   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -6.882715e-03   
Age_65+                                            -0.000000e+00   

                                                            PC55  \
HighBP                                             -0.000000e+00   
HighChol                                           -3.490707e-17   
CholCheck                                           1.724123e-16   
Smoker                                              6.051218e-17   
Stroke                                             -2.621650e-16   
HeartDiseaseorAttack                                4.698167e-17   
PhysActivity                                        2.811151e-16   
Fruits                                             -7.744556e-17   
Veggies                                             4.294498e-17   
HvyAlcoholConsump                                   1.232193e-16   
AnyHealthcare                                      -2.605540e-16   
NoDocbcCost                                        -7.746825e-17   
DiffWalk                                            4.856324e-17   
BMI_Underweight                                     1.285231e-01   
BMI_Healthy weight                                  6.169985e-01   
BMI_Overweight                                      3.448599e-01   
BMI_Class 1 Obesity                                -9.071951e-02   
BMI_Class 2 Obesity                                 2.727235e-01   
BMI_Class 3 Obesity                                 4.207546e-01   
GenHlth_Excellent                                  -7.086700e-02   
GenHlth_Very good                                  -7.086700e-02   
GenHlth_Good                                       -7.086700e-02   
GenHlth_Fair                                       -7.086700e-02   
GenHlth_Poor                                       -7.086700e-02   
MentHlth_0                                          4.696219e-02   
MentHlth_1-5                                        4.696219e-02   
MentHlth_6-10                                       4.696219e-02   
MentHlth_11-15                                      4.696219e-02   
MentHlth_16-20                                      4.696219e-02   
MentHlth_21-25                                      4.696219e-02   
MentHlth_26-30                                      4.696219e-02   
PhysHlth_0                                         -3.194759e-02   
PhysHlth_1-5                                       -3.194759e-02   
PhysHlth_6-10                                      -3.194759e-02   
PhysHlth_11-15                                     -3.194759e-02   
PhysHlth_16-20                                     -3.194759e-02   
PhysHlth_21-25                                     -3.194759e-02   
PhysHlth_26-30                                     -3.194759e-02   
Education_Never attended school or only kinderg...  1.913640e-02   
Education_Elementary                                1.913640e-02   
Education_Some high school                          1.913640e-02   
Education_High school graduate                      1.913640e-02   
Education_Some college or technical school          1.913640e-02   
Education_College graduate                          1.913640e-02   
Income_Less than $10,000                            8.078783e-02   
Income_$10,000-$14,999                              8.078783e-02   
Income_$15,000-$19,999                              8.078783e-02   
Income_$20,000-$24,999                              8.078783e-02   
Income_$25,000-$34,999                              8.078783e-02   
Income_$35,000-$49,999                              8.078783e-02   
Income_$50,000-$74,999                              8.078783e-02   
Income_$75,000 or more                              8.078783e-02   
Sex_Female                                          1.110223e-16   
Sex_Male                                            2.471023e-01   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                           2.471037e-01   
Age_65+                                            -0.000000e+00   

                                                            PC56  \
HighBP                                             -0.000000e+00   
HighChol                                            4.296255e-17   
CholCheck                                           3.540176e-16   
Smoker                                             -1.002500e-17   
Stroke                                             -1.243069e-15   
HeartDiseaseorAttack                                1.944243e-16   
PhysActivity                                       -1.063286e-16   
Fruits                                             -3.797524e-18   
Veggies                                             5.371091e-17   
HvyAlcoholConsump                                  -2.324220e-16   
AnyHealthcare                                       1.460217e-16   
NoDocbcCost                                         1.901458e-16   
DiffWalk                                            6.907923e-17   
BMI_Underweight                                     6.998869e-01   
BMI_Healthy weight                                  3.289733e-02   
BMI_Overweight                                     -2.981438e-01   
BMI_Class 1 Obesity                                -4.389270e-01   
BMI_Class 2 Obesity                                 1.082539e-01   
BMI_Class 3 Obesity                                -1.087882e-02   
GenHlth_Excellent                                   1.059352e-01   
GenHlth_Very good                                   1.059352e-01   
GenHlth_Good                                        1.059352e-01   
GenHlth_Fair                                        1.059352e-01   
GenHlth_Poor                                        1.059352e-01   
MentHlth_0                                          3.041180e-02   
MentHlth_1-5                                        3.041180e-02   
MentHlth_6-10                                       3.041180e-02   
MentHlth_11-15                                      3.041180e-02   
MentHlth_16-20                                      3.041180e-02   
MentHlth_21-25                                      3.041180e-02   
MentHlth_26-30                                      3.041180e-02   
PhysHlth_0                                         -1.734759e-02   
PhysHlth_1-5                                       -1.734759e-02   
PhysHlth_6-10                                      -1.734759e-02   
PhysHlth_11-15                                     -1.734759e-02   
PhysHlth_16-20                                     -1.734759e-02   
PhysHlth_21-25                                     -1.734759e-02   
PhysHlth_26-30                                     -1.734759e-02   
Education_Never attended school or only kinderg... -1.926018e-02   
Education_Elementary                               -1.926018e-02   
Education_Some high school                         -1.926018e-02   
Education_High school graduate                     -1.926018e-02   
Education_Some college or technical school         -1.926018e-02   
Education_College graduate                         -1.926018e-02   
Income_Less than $10,000                           -1.307797e-01   
Income_$10,000-$14,999                             -1.307797e-01   
Income_$15,000-$19,999                             -1.307797e-01   
Income_$20,000-$24,999                             -1.307797e-01   
Income_$25,000-$34,999                             -1.307797e-01   
Income_$35,000-$49,999                             -1.307797e-01   
Income_$50,000-$74,999                             -1.307797e-01   
Income_$75,000 or more                             -1.307797e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                            7.729051e-02   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                           7.729100e-02   
Age_65+                                            -0.000000e+00   

                                                            PC57          PC58  
HighBP                                             -0.000000e+00  0.000000e+00  
HighChol                                           -6.712898e-18  8.055478e-17  
CholCheck                                          -5.616528e-16 -2.218064e-16  
Smoker                                             -7.456743e-17 -1.885310e-17  
Stroke                                              4.586318e-16  1.258829e-15  
HeartDiseaseorAttack                               -2.828380e-16 -8.552018e-17  
PhysActivity                                        1.257359e-16  7.797043e-16  
Fruits                                             -9.022785e-17 -1.806822e-17  
Veggies                                             7.675183e-17 -6.733828e-17  
HvyAlcoholConsump                                   3.638993e-16 -1.626852e-16  
AnyHealthcare                                      -1.506956e-16  2.146202e-16  
NoDocbcCost                                        -3.657551e-16  2.337392e-16  
DiffWalk                                            2.338557e-17 -3.476158e-16  
BMI_Underweight                                     4.450825e-01  6.111931e-02  
BMI_Healthy weight                                  9.083498e-02 -2.190259e-01  
BMI_Overweight                                     -2.942563e-01 -1.454355e-01  
BMI_Class 1 Obesity                                 5.164475e-01  3.380159e-01  
BMI_Class 2 Obesity                                -4.091417e-01 -3.731450e-02  
BMI_Class 3 Obesity                                 3.841246e-01 -1.358966e-01  
GenHlth_Excellent                                  -1.034739e-01  1.212119e-01  
GenHlth_Very good                                  -1.034739e-01  1.212119e-01  
GenHlth_Good                                       -1.034739e-01  1.212119e-01  
GenHlth_Fair                                       -1.034739e-01  1.212119e-01  
GenHlth_Poor                                       -1.034739e-01  1.212119e-01  
MentHlth_0                                          4.153140e-03  1.469578e-01  
MentHlth_1-5                                        4.153140e-03  1.469578e-01  
MentHlth_6-10                                       4.153140e-03  1.469578e-01  
MentHlth_11-15                                      4.153140e-03  1.469578e-01  
MentHlth_16-20                                      4.153140e-03  1.469578e-01  
MentHlth_21-25                                      4.153140e-03  1.469578e-01  
MentHlth_26-30                                      4.153140e-03  1.469578e-01  
PhysHlth_0                                          4.648660e-02 -1.965016e-01  
PhysHlth_1-5                                        4.648660e-02 -1.965016e-01  
PhysHlth_6-10                                       4.648660e-02 -1.965016e-01  
PhysHlth_11-15                                      4.648660e-02 -1.965016e-01  
PhysHlth_16-20                                      4.648660e-02 -1.965016e-01  
PhysHlth_21-25                                      4.648660e-02 -1.965016e-01  
PhysHlth_26-30                                      4.648660e-02 -1.965016e-01  
Education_Never attended school or only kinderg...  1.451792e-02 -1.023946e-02  
Education_Elementary                                1.451792e-02 -1.023946e-02  
Education_Some high school                          1.451792e-02 -1.023946e-02  
Education_High school graduate                      1.451792e-02 -1.023946e-02  
Education_Some college or technical school          1.451792e-02 -1.023946e-02  
Education_College graduate                          1.451792e-02 -1.023946e-02  
Income_Less than $10,000                            4.164024e-02  9.583943e-02  
Income_$10,000-$14,999                              4.164024e-02  9.583943e-02  
Income_$15,000-$19,999                              4.164024e-02  9.583943e-02  
Income_$20,000-$24,999                              4.164024e-02  9.583943e-02  
Income_$25,000-$34,999                              4.164024e-02  9.583943e-02  
Income_$35,000-$49,999                              4.164024e-02  9.583943e-02  
Income_$50,000-$74,999                              4.164024e-02  9.583943e-02  
Income_$75,000 or more                              4.164024e-02  9.583943e-02  
Sex_Female                                         -0.000000e+00  0.000000e+00  
Sex_Male                                           -1.440128e-01  3.346540e-01  
Age_18-29                                          -0.000000e+00  0.000000e+00  
Age_30-49                                          -0.000000e+00  0.000000e+00  
Age_50-64                                          -1.440124e-01  3.346546e-01  
Age_65+                                            -0.000000e+00  0.000000e+00  

[58 rows x 58 columns]

PCA Results for Subset_31:
        PC1       PC2       PC3       PC4       PC5       PC6       PC7  \
0 -0.842588 -0.251070  0.608789 -0.574374  0.336328 -0.380121 -0.901940   
1  0.733713  0.112141 -0.350306 -0.221757  0.491657  0.614104 -1.284063   
2 -0.630891 -0.556154  0.840406 -0.602353  0.593065  0.261889  0.207108   
3 -0.459844 -1.174138  0.720339 -0.602678 -0.442191 -0.354430  0.434329   
4 -0.100596 -0.375598 -0.665580  0.896727 -0.138461  0.587380 -0.180134   

        PC8       PC9      PC10  ...  PC49  PC50  PC51  PC52  PC53  \
0 -0.784280  0.870095  0.136282  ...   0.0   0.0   0.0   0.0   0.0   
1  0.202877 -0.123741  0.464036  ...   0.0   0.0   0.0   0.0   0.0   
2  0.112129  0.260508  0.226779  ...   0.0   0.0   0.0   0.0   0.0   
3 -0.046843 -0.104751  0.178980  ...   0.0   0.0   0.0   0.0   0.0   
4  0.606052  0.246580  0.915658  ...   0.0   0.0   0.0   0.0   0.0   

           PC54          PC55          PC56          PC57          PC58  
0  1.110223e-16 -3.330669e-16  3.885781e-16  2.220446e-16 -4.440892e-16  
1  8.326673e-17  0.000000e+00  2.220446e-16  1.110223e-16  0.000000e+00  
2  1.665335e-16  5.551115e-17  5.551115e-17  0.000000e+00  2.220446e-16  
3 -5.551115e-17 -5.551115e-17  1.110223e-16  0.000000e+00 -6.661338e-16  
4  1.665335e-16  0.000000e+00 -2.775558e-16  2.220446e-16  8.881784e-16  

[5 rows x 58 columns]
No description has been provided for this image
For Subset_31, retain 24 components to explain 90% of the variance.


Explained Variance for Subset_32:
[1.25060757e-01 7.20683639e-02 6.30087559e-02 5.85057997e-02
 5.27270893e-02 5.04375744e-02 4.77532530e-02 4.43446888e-02
 4.26764724e-02 4.02025096e-02 3.65529197e-02 3.22708028e-02
 2.93007520e-02 2.65273393e-02 2.35355858e-02 2.21381787e-02
 1.98858654e-02 1.82951037e-02 1.78440089e-02 1.52060346e-02
 1.45127563e-02 1.34708910e-02 1.28339416e-02 1.17270384e-02
 1.10160263e-02 1.08856570e-02 9.95497597e-03 9.06159273e-03
 8.86785345e-03 8.08143356e-03 7.94341512e-03 7.63452978e-03
 7.04672188e-03 6.54899088e-03 5.02024265e-03 4.94615391e-03
 4.21229760e-03 3.16527655e-03 2.85762242e-03 1.66812848e-03
 2.02600012e-04 1.65574214e-17 8.99226249e-18 5.21430862e-18
 4.46402394e-18 4.08620051e-18 4.01834437e-18 3.45603102e-20
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00]

Cumulative Variance for Subset_32:
[0.12506076 0.19712912 0.26013788 0.31864368 0.37137077 0.42180834
 0.46956159 0.51390628 0.55658275 0.59678526 0.63333818 0.66560899
 0.69490974 0.72143708 0.74497266 0.76711084 0.78699671 0.80529181
 0.82313582 0.83834185 0.85285461 0.8663255  0.87915944 0.89088648
 0.90190251 0.91278817 0.92274314 0.93180473 0.94067259 0.94875402
 0.95669744 0.96433197 0.97137869 0.97792768 0.98294792 0.98789407
 0.99210637 0.99527165 0.99812927 0.9997974  1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.        ]

Loadings for Subset_32:
                                                             PC1  \
HighBP                                             -1.999469e-01   
HighChol                                           -1.807021e-01   
CholCheck                                          -1.418833e-03   
Smoker                                             -1.995860e-01   
Stroke                                             -4.914933e-02   
HeartDiseaseorAttack                               -8.536999e-02   
PhysActivity                                        2.256106e-01   
Fruits                                              1.489431e-01   
Veggies                                             1.160958e-01   
HvyAlcoholConsump                                   1.145005e-02   
AnyHealthcare                                       3.022972e-02   
NoDocbcCost                                        -1.298264e-01   
DiffWalk                                           -3.281536e-01   
BMI_Underweight                                    -4.135903e-25   
BMI_Healthy weight                                 -0.000000e+00   
BMI_Overweight                                      6.462349e-27   
BMI_Class 1 Obesity                                 1.480420e-17   
BMI_Class 2 Obesity                                 1.009742e-28   
BMI_Class 3 Obesity                                -1.262177e-29   
GenHlth_Excellent                                   6.130346e-02   
GenHlth_Very good                                   3.313372e-01   
GenHlth_Good                                       -8.160770e-02   
GenHlth_Fair                                       -2.010827e-01   
GenHlth_Poor                                       -1.099503e-01   
MentHlth_0                                          2.986954e-01   
MentHlth_1-5                                       -6.187675e-02   
MentHlth_6-10                                      -3.956508e-02   
MentHlth_11-15                                     -3.927645e-02   
MentHlth_16-20                                     -2.678291e-02   
MentHlth_21-25                                     -1.064421e-02   
MentHlth_26-30                                     -1.205500e-01   
PhysHlth_0                                          3.782369e-01   
PhysHlth_1-5                                       -7.405358e-02   
PhysHlth_6-10                                      -4.327283e-02   
PhysHlth_11-15                                     -4.771693e-02   
PhysHlth_16-20                                     -2.769369e-02   
PhysHlth_21-25                                     -1.746896e-02   
PhysHlth_26-30                                     -1.680309e-01   
Education_Never attended school or only kinderg... -7.212738e-04   
Education_Elementary                               -1.360217e-02   
Education_Some high school                         -4.581927e-02   
Education_High school graduate                     -1.535954e-01   
Education_Some college or technical school         -5.229552e-02   
Education_College graduate                          2.660337e-01   
Income_Less than $10,000                           -6.714905e-02   
Income_$10,000-$14,999                             -6.971300e-02   
Income_$15,000-$19,999                             -6.186057e-02   
Income_$20,000-$24,999                             -5.877288e-02   
Income_$25,000-$34,999                             -3.717110e-02   
Income_$35,000-$49,999                             -1.401310e-02   
Income_$50,000-$74,999                              2.361369e-02   
Income_$75,000 or more                              2.850660e-01   
Sex_Female                                          1.480420e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                           1.480420e-17   
Age_65+                                            -0.000000e+00   

                                                             PC2  \
HighBP                                             -1.444936e-02   
HighChol                                            1.982191e-02   
CholCheck                                           1.016840e-02   
Smoker                                             -1.426157e-01   
Stroke                                              1.320439e-03   
HeartDiseaseorAttack                               -1.328780e-03   
PhysActivity                                        9.928015e-02   
Fruits                                              1.226186e-01   
Veggies                                             9.290411e-02   
HvyAlcoholConsump                                   6.795110e-03   
AnyHealthcare                                       3.495977e-02   
NoDocbcCost                                         1.532439e-02   
DiffWalk                                            4.994478e-02   
BMI_Underweight                                    -8.673617e-19   
BMI_Healthy weight                                  2.168404e-19   
BMI_Overweight                                      0.000000e+00   
BMI_Class 1 Obesity                                -6.611064e-17   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                  -3.262702e-02   
GenHlth_Very good                                   1.855686e-02   
GenHlth_Good                                       -3.009438e-02   
GenHlth_Fair                                        2.801892e-02   
GenHlth_Poor                                        1.614562e-02   
MentHlth_0                                         -3.763444e-01   
MentHlth_1-5                                        2.870585e-01   
MentHlth_6-10                                       2.621007e-02   
MentHlth_11-15                                      1.768340e-02   
MentHlth_16-20                                      1.156821e-02   
MentHlth_21-25                                      5.237534e-03   
MentHlth_26-30                                      2.858669e-02   
PhysHlth_0                                         -4.069437e-01   
PhysHlth_1-5                                        3.149078e-01   
PhysHlth_6-10                                       3.176811e-02   
PhysHlth_11-15                                      1.633547e-02   
PhysHlth_16-20                                      8.832818e-03   
PhysHlth_21-25                                      4.549706e-03   
PhysHlth_26-30                                      3.054978e-02   
Education_Never attended school or only kinderg... -7.114377e-05   
Education_Elementary                               -2.282138e-03   
Education_Some high school                         -2.494294e-03   
Education_High school graduate                     -2.402674e-01   
Education_Some college or technical school         -2.553403e-01   
Education_College graduate                          5.004553e-01   
Income_Less than $10,000                           -5.124647e-03   
Income_$10,000-$14,999                             -1.080847e-02   
Income_$15,000-$19,999                             -2.949052e-02   
Income_$20,000-$24,999                             -2.663927e-02   
Income_$25,000-$34,999                             -5.114559e-02   
Income_$35,000-$49,999                             -9.042220e-02   
Income_$50,000-$74,999                             -2.781315e-02   
Income_$75,000 or more                              2.414438e-01   
Sex_Female                                         -6.609947e-17   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                          -6.609947e-17   
Age_65+                                             0.000000e+00   

                                                             PC3  \
HighBP                                              1.360619e-01   
HighChol                                            5.848903e-02   
CholCheck                                           8.293268e-03   
Smoker                                             -1.306377e-01   
Stroke                                             -1.325888e-02   
HeartDiseaseorAttack                               -2.707706e-02   
PhysActivity                                        1.094257e-01   
Fruits                                              1.214280e-01   
Veggies                                             5.769213e-02   
HvyAlcoholConsump                                  -6.119553e-03   
AnyHealthcare                                       2.336870e-03   
NoDocbcCost                                        -2.297489e-02   
DiffWalk                                           -1.430253e-01   
BMI_Underweight                                    -6.938894e-18   
BMI_Healthy weight                                  1.734723e-18   
BMI_Overweight                                     -4.336809e-19   
BMI_Class 1 Obesity                                 6.074450e-17   
BMI_Class 2 Obesity                                 1.084202e-19   
BMI_Class 3 Obesity                                 2.710505e-20   
GenHlth_Excellent                                   2.185206e-03   
GenHlth_Very good                                  -4.884768e-01   
GenHlth_Good                                        7.565983e-01   
GenHlth_Fair                                       -1.838972e-01   
GenHlth_Poor                                       -8.640941e-02   
MentHlth_0                                          9.729115e-02   
MentHlth_1-5                                        7.069680e-03   
MentHlth_6-10                                      -1.002704e-02   
MentHlth_11-15                                     -1.210770e-02   
MentHlth_16-20                                     -9.586545e-03   
MentHlth_21-25                                     -5.448131e-03   
MentHlth_26-30                                     -6.719141e-02   
PhysHlth_0                                          5.348522e-02   
PhysHlth_1-5                                        1.005619e-01   
PhysHlth_6-10                                      -3.854278e-03   
PhysHlth_11-15                                     -1.421623e-02   
PhysHlth_16-20                                     -1.182839e-02   
PhysHlth_21-25                                     -8.179055e-03   
PhysHlth_26-30                                     -1.159692e-01   
Education_Never attended school or only kinderg... -6.116683e-05   
Education_Elementary                               -5.944921e-03   
Education_Some high school                         -1.565921e-02   
Education_High school graduate                     -5.417403e-03   
Education_Some college or technical school         -3.588128e-02   
Education_College graduate                          6.296399e-02   
Income_Less than $10,000                           -3.078539e-02   
Income_$10,000-$14,999                             -2.342236e-02   
Income_$15,000-$19,999                             -1.972549e-02   
Income_$20,000-$24,999                             -1.793863e-03   
Income_$25,000-$34,999                              1.224567e-02   
Income_$35,000-$49,999                              3.037745e-02   
Income_$50,000-$74,999                              7.264093e-02   
Income_$75,000 or more                             -3.953694e-02   
Sex_Female                                          6.073097e-17   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           6.073097e-17   
Age_65+                                             0.000000e+00   

                                                             PC4  \
HighBP                                             -2.272713e-01   
HighChol                                           -1.467212e-01   
CholCheck                                          -6.199739e-03   
Smoker                                             -3.592137e-03   
Stroke                                             -1.569751e-02   
HeartDiseaseorAttack                               -3.059573e-02   
PhysActivity                                        1.218005e-01   
Fruits                                              1.374935e-01   
Veggies                                             9.718994e-02   
HvyAlcoholConsump                                   5.115746e-03   
AnyHealthcare                                       6.922197e-03   
NoDocbcCost                                        -2.106090e-03   
DiffWalk                                           -5.858546e-02   
BMI_Underweight                                     0.000000e+00   
BMI_Healthy weight                                 -6.938894e-18   
BMI_Overweight                                      1.734723e-18   
BMI_Class 1 Obesity                                -1.407626e-16   
BMI_Class 2 Obesity                                -8.673617e-19   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                   1.184001e-02   
GenHlth_Very good                                   2.563326e-02   
GenHlth_Good                                        4.562344e-02   
GenHlth_Fair                                       -5.145255e-02   
GenHlth_Poor                                       -3.164416e-02   
MentHlth_0                                         -2.236765e-01   
MentHlth_1-5                                        2.012731e-01   
MentHlth_6-10                                       1.208694e-02   
MentHlth_11-15                                      5.973251e-03   
MentHlth_16-20                                      2.258193e-03   
MentHlth_21-25                                     -2.739695e-03   
MentHlth_26-30                                      4.824690e-03   
PhysHlth_0                                         -8.486846e-02   
PhysHlth_1-5                                        1.241710e-01   
PhysHlth_6-10                                       3.356552e-03   
PhysHlth_11-15                                      2.281708e-03   
PhysHlth_16-20                                     -2.876182e-03   
PhysHlth_21-25                                     -5.475564e-03   
PhysHlth_26-30                                     -3.658909e-02   
Education_Never attended school or only kinderg... -2.145329e-04   
Education_Elementary                               -7.800370e-03   
Education_Some high school                         -2.204995e-02   
Education_High school graduate                     -3.902148e-01   
Education_Some college or technical school          7.132344e-01   
Education_College graduate                         -2.929548e-01   
Income_Less than $10,000                           -2.817925e-02   
Income_$10,000-$14,999                             -1.994323e-02   
Income_$15,000-$19,999                             -2.510005e-02   
Income_$20,000-$24,999                             -9.327648e-03   
Income_$25,000-$34,999                              1.423895e-02   
Income_$35,000-$49,999                              2.884340e-02   
Income_$50,000-$74,999                              7.685479e-02   
Income_$75,000 or more                             -3.738696e-02   
Sex_Female                                         -1.405196e-16   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                          -1.405196e-16   
Age_65+                                             0.000000e+00   

                                                             PC5  \
HighBP                                              5.145405e-01   
HighChol                                            5.408158e-01   
CholCheck                                           3.683128e-02   
Smoker                                              2.832707e-02   
Stroke                                              2.917479e-02   
HeartDiseaseorAttack                                6.619010e-02   
PhysActivity                                        3.430007e-02   
Fruits                                              1.286663e-01   
Veggies                                             9.144842e-02   
HvyAlcoholConsump                                  -1.015100e-02   
AnyHealthcare                                       3.663110e-02   
NoDocbcCost                                        -2.172571e-02   
DiffWalk                                            8.421784e-02   
BMI_Underweight                                     1.387779e-17   
BMI_Healthy weight                                  0.000000e+00   
BMI_Overweight                                     -6.938894e-18   
BMI_Class 1 Obesity                                 3.804885e-16   
BMI_Class 2 Obesity                                 1.387779e-17   
BMI_Class 3 Obesity                                -3.469447e-18   
GenHlth_Excellent                                  -4.113048e-02   
GenHlth_Very good                                   3.180320e-02   
GenHlth_Good                                       -9.406096e-02   
GenHlth_Fair                                        6.778866e-02   
GenHlth_Poor                                        3.559958e-02   
MentHlth_0                                          2.298525e-01   
MentHlth_1-5                                       -2.219907e-01   
MentHlth_6-10                                      -1.953802e-02   
MentHlth_11-15                                     -2.857006e-03   
MentHlth_16-20                                     -3.755457e-03   
MentHlth_21-25                                      1.716787e-03   
MentHlth_26-30                                      1.657192e-02   
PhysHlth_0                                          1.359455e-03   
PhysHlth_1-5                                       -8.592866e-02   
PhysHlth_6-10                                       7.070116e-03   
PhysHlth_11-15                                      8.756835e-03   
PhysHlth_16-20                                      5.780831e-03   
PhysHlth_21-25                                      3.320623e-03   
PhysHlth_26-30                                      5.964080e-02   
Education_Never attended school or only kinderg...  8.482192e-06   
Education_Elementary                                7.368280e-03   
Education_Some high school                          1.718766e-02   
Education_High school graduate                     -3.994246e-01   
Education_Some college or technical school          2.547704e-01   
Education_College graduate                          1.200898e-01   
Income_Less than $10,000                            3.331091e-03   
Income_$10,000-$14,999                              6.146658e-03   
Income_$15,000-$19,999                             -1.469084e-02   
Income_$20,000-$24,999                             -1.410717e-02   
Income_$25,000-$34,999                             -3.120505e-02   
Income_$35,000-$49,999                             -5.299919e-02   
Income_$50,000-$74,999                             -4.855290e-02   
Income_$75,000 or more                              1.520774e-01   
Sex_Female                                          3.676622e-16   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           3.676622e-16   
Age_65+                                             0.000000e+00   

                                                             PC6  \
HighBP                                             -1.197270e-01   
HighChol                                           -3.399798e-01   
CholCheck                                          -3.236547e-03   
Smoker                                             -2.063265e-01   
Stroke                                              6.149562e-03   
HeartDiseaseorAttack                                1.127934e-02   
PhysActivity                                       -5.949842e-02   
Fruits                                              2.054991e-01   
Veggies                                             4.070182e-02   
HvyAlcoholConsump                                  -2.286318e-02   
AnyHealthcare                                      -8.895174e-03   
NoDocbcCost                                        -1.477277e-03   
DiffWalk                                            1.441227e-01   
BMI_Underweight                                     0.000000e+00   
BMI_Healthy weight                                 -5.551115e-17   
BMI_Overweight                                     -5.551115e-17   
BMI_Class 1 Obesity                                -2.904685e-16   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                -2.775558e-17   
GenHlth_Excellent                                   4.132148e-02   
GenHlth_Very good                                  -1.172338e-01   
GenHlth_Good                                       -7.657698e-02   
GenHlth_Fair                                        1.298635e-01   
GenHlth_Poor                                        2.262578e-02   
MentHlth_0                                          4.946667e-01   
MentHlth_1-5                                       -4.154386e-01   
MentHlth_6-10                                      -2.960663e-02   
MentHlth_11-15                                     -1.615266e-02   
MentHlth_16-20                                     -2.850229e-03   
MentHlth_21-25                                     -1.266539e-03   
MentHlth_26-30                                     -2.935206e-02   
PhysHlth_0                                         -4.390550e-01   
PhysHlth_1-5                                        3.040765e-01   
PhysHlth_6-10                                       3.510234e-02   
PhysHlth_11-15                                      1.546128e-02   
PhysHlth_16-20                                      7.023075e-03   
PhysHlth_21-25                                      7.532984e-03   
PhysHlth_26-30                                      6.985876e-02   
Education_Never attended school or only kinderg...  7.620440e-04   
Education_Elementary                                1.290640e-02   
Education_Some high school                          1.496494e-02   
Education_High school graduate                     -1.800716e-02   
Education_Some college or technical school          3.806986e-02   
Education_College graduate                         -4.869608e-02   
Income_Less than $10,000                            1.594666e-02   
Income_$10,000-$14,999                              1.772718e-02   
Income_$15,000-$19,999                              1.909749e-02   
Income_$20,000-$24,999                              4.200599e-03   
Income_$25,000-$34,999                              3.590458e-03   
Income_$35,000-$49,999                             -7.720788e-03   
Income_$50,000-$74,999                             -5.725454e-02   
Income_$75,000 or more                              4.412952e-03   
Sex_Female                                         -3.057991e-16   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                          -3.057991e-16   
Age_65+                                             0.000000e+00   

                                                             PC7  \
HighBP                                              1.943122e-01   
HighChol                                            8.645403e-02   
CholCheck                                           9.391848e-03   
Smoker                                             -2.275602e-01   
Stroke                                              9.301538e-03   
HeartDiseaseorAttack                                1.894536e-02   
PhysActivity                                        2.486894e-01   
Fruits                                              6.150670e-01   
Veggies                                             2.226702e-01   
HvyAlcoholConsump                                  -3.384850e-02   
AnyHealthcare                                      -1.513580e-02   
NoDocbcCost                                         8.099847e-03   
DiffWalk                                           -7.386702e-03   
BMI_Underweight                                    -5.551115e-17   
BMI_Healthy weight                                  5.551115e-17   
BMI_Overweight                                     -2.255141e-17   
BMI_Class 1 Obesity                                 1.097625e-16   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                 2.775558e-17   
GenHlth_Excellent                                  -2.007731e-02   
GenHlth_Very good                                   1.337870e-01   
GenHlth_Good                                       -1.679426e-01   
GenHlth_Fair                                        5.104888e-02   
GenHlth_Poor                                        3.183998e-03   
MentHlth_0                                         -9.021058e-02   
MentHlth_1-5                                        1.059073e-01   
MentHlth_6-10                                       1.124991e-03   
MentHlth_11-15                                     -2.464777e-04   
MentHlth_16-20                                      2.169296e-03   
MentHlth_21-25                                     -9.177771e-04   
MentHlth_26-30                                     -1.782671e-02   
PhysHlth_0                                          1.669169e-02   
PhysHlth_1-5                                       -1.213643e-02   
PhysHlth_6-10                                      -5.377542e-04   
PhysHlth_11-15                                     -1.929562e-03   
PhysHlth_16-20                                      4.261496e-03   
PhysHlth_21-25                                      7.891459e-04   
PhysHlth_26-30                                     -7.138587e-03   
Education_Never attended school or only kinderg...  4.628476e-04   
Education_Elementary                                6.347660e-03   
Education_Some high school                         -1.127215e-02   
Education_High school graduate                      2.509650e-01   
Education_Some college or technical school         -1.215927e-01   
Education_College graduate                         -1.249107e-01   
Income_Less than $10,000                            7.026839e-03   
Income_$10,000-$14,999                              4.559271e-03   
Income_$15,000-$19,999                              1.332793e-02   
Income_$20,000-$24,999                              2.179402e-02   
Income_$25,000-$34,999                              2.717473e-02   
Income_$35,000-$49,999                              1.216481e-01   
Income_$50,000-$74,999                              2.285816e-01   
Income_$75,000 or more                             -4.241124e-01   
Sex_Female                                          3.148296e-17   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           3.148296e-17   
Age_65+                                             0.000000e+00   

                                                             PC8  \
HighBP                                             -2.992854e-01   
HighChol                                           -1.130380e-01   
CholCheck                                          -1.177867e-02   
Smoker                                              4.943749e-01   
Stroke                                              2.115346e-02   
HeartDiseaseorAttack                                3.338956e-02   
PhysActivity                                        9.040299e-02   
Fruits                                              4.303788e-01   
Veggies                                             2.212470e-01   
HvyAlcoholConsump                                   1.680163e-02   
AnyHealthcare                                       1.079201e-02   
NoDocbcCost                                         4.192434e-02   
DiffWalk                                            2.078187e-01   
BMI_Underweight                                     2.775558e-17   
BMI_Healthy weight                                 -5.551115e-17   
BMI_Overweight                                      0.000000e+00   
BMI_Class 1 Obesity                                -1.038548e-16   
BMI_Class 2 Obesity                                -2.775558e-17   
BMI_Class 3 Obesity                                 2.775558e-17   
GenHlth_Excellent                                   8.544416e-02   
GenHlth_Very good                                  -2.827667e-01   
GenHlth_Good                                        2.704162e-02   
GenHlth_Fair                                        8.095216e-02   
GenHlth_Poor                                        8.932875e-02   
MentHlth_0                                         -5.267016e-02   
MentHlth_1-5                                       -9.797077e-02   
MentHlth_6-10                                       7.323306e-03   
MentHlth_11-15                                      2.690971e-02   
MentHlth_16-20                                      1.494637e-02   
MentHlth_21-25                                      6.840623e-03   
MentHlth_26-30                                      9.462093e-02   
PhysHlth_0                                          1.311787e-01   
PhysHlth_1-5                                       -3.576018e-01   
PhysHlth_6-10                                       1.142135e-02   
PhysHlth_11-15                                      2.033674e-02   
PhysHlth_16-20                                      1.889322e-02   
PhysHlth_21-25                                      1.380592e-02   
PhysHlth_26-30                                      1.619660e-01   
Education_Never attended school or only kinderg...  3.366580e-04   
Education_Elementary                                5.870515e-03   
Education_Some high school                          1.866082e-02   
Education_High school graduate                     -8.328830e-02   
Education_Some college or technical school         -7.732113e-02   
Education_College graduate                          1.357414e-01   
Income_Less than $10,000                            2.763387e-02   
Income_$10,000-$14,999                              3.056597e-02   
Income_$15,000-$19,999                              1.668906e-02   
Income_$20,000-$24,999                              7.716075e-03   
Income_$25,000-$34,999                             -9.047281e-03   
Income_$35,000-$49,999                             -7.093011e-02   
Income_$50,000-$74,999                             -1.189275e-01   
Income_$75,000 or more                              1.162999e-01   
Sex_Female                                         -8.240995e-17   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                          -8.240995e-17   
Age_65+                                             0.000000e+00   

                                                             PC9  \
HighBP                                             -7.252365e-02   
HighChol                                            2.913147e-01   
CholCheck                                           9.095366e-03   
Smoker                                              5.125995e-01   
Stroke                                             -1.647947e-02   
HeartDiseaseorAttack                               -1.489709e-02   
PhysActivity                                        2.233829e-01   
Fruits                                              7.912597e-02   
Veggies                                             1.188464e-01   
HvyAlcoholConsump                                   3.155370e-02   
AnyHealthcare                                       2.605980e-02   
NoDocbcCost                                        -8.267087e-02   
DiffWalk                                           -1.627781e-01   
BMI_Underweight                                    -5.551115e-17   
BMI_Healthy weight                                 -6.245005e-17   
BMI_Overweight                                      1.387779e-17   
BMI_Class 1 Obesity                                 7.618093e-17   
BMI_Class 2 Obesity                                -2.775558e-17   
BMI_Class 3 Obesity                                 1.387779e-17   
GenHlth_Excellent                                  -6.717429e-02   
GenHlth_Very good                                   1.984998e-01   
GenHlth_Good                                        5.552633e-02   
GenHlth_Fair                                       -1.338495e-01   
GenHlth_Poor                                       -5.300235e-02   
MentHlth_0                                          9.362008e-02   
MentHlth_1-5                                       -8.934225e-04   
MentHlth_6-10                                      -7.683519e-03   
MentHlth_11-15                                     -3.973756e-03   
MentHlth_16-20                                     -7.826245e-03   
MentHlth_21-25                                     -2.691280e-03   
MentHlth_26-30                                     -7.055186e-02   
PhysHlth_0                                         -2.121935e-01   
PhysHlth_1-5                                        3.796256e-01   
PhysHlth_6-10                                      -2.280098e-02   
PhysHlth_11-15                                     -1.668873e-02   
PhysHlth_16-20                                     -1.161896e-02   
PhysHlth_21-25                                     -7.014481e-03   
PhysHlth_26-30                                     -1.093090e-01   
Education_Never attended school or only kinderg... -7.835841e-04   
Education_Elementary                               -1.716486e-02   
Education_Some high school                         -3.081577e-02   
Education_High school graduate                      3.292790e-01   
Education_Some college or technical school         -3.026327e-02   
Education_College graduate                         -2.502515e-01   
Income_Less than $10,000                           -2.750243e-02   
Income_$10,000-$14,999                             -1.370851e-02   
Income_$15,000-$19,999                             -1.347467e-02   
Income_$20,000-$24,999                             -2.305521e-02   
Income_$25,000-$34,999                             -2.260140e-02   
Income_$35,000-$49,999                              6.901351e-03   
Income_$50,000-$74,999                             -1.504799e-01   
Income_$75,000 or more                              2.439207e-01   
Sex_Female                                          4.347385e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                           4.347385e-17   
Age_65+                                            -0.000000e+00   

                                                            PC10  ...  PC49  \
HighBP                                             -1.578677e-01  ...   0.0   
HighChol                                            6.320945e-02  ...   0.0   
CholCheck                                          -2.003546e-02  ...   0.0   
Smoker                                              3.997700e-01  ...   0.0   
Stroke                                              3.749176e-03  ...   0.0   
HeartDiseaseorAttack                               -4.686321e-03  ...   0.0   
PhysActivity                                        7.572728e-02  ...   0.0   
Fruits                                             -1.944825e-01  ...   0.0   
Veggies                                            -1.477498e-02  ...   0.0   
HvyAlcoholConsump                                   2.240627e-02  ...   0.0   
AnyHealthcare                                       1.764269e-03  ...   0.0   
NoDocbcCost                                         2.732183e-02  ...   0.0   
DiffWalk                                           -5.162965e-02  ...   0.0   
BMI_Underweight                                     2.081668e-17  ...   0.0   
BMI_Healthy weight                                  0.000000e+00  ...   0.0   
BMI_Overweight                                      0.000000e+00  ...   0.0   
BMI_Class 1 Obesity                                -1.804064e-16  ...   0.0   
BMI_Class 2 Obesity                                -5.551115e-17  ...   0.0   
BMI_Class 3 Obesity                                 0.000000e+00  ...   0.0   
GenHlth_Excellent                                  -1.329027e-02  ...   0.0   
GenHlth_Very good                                   8.687702e-02  ...   0.0   
GenHlth_Good                                       -8.462203e-04  ...   0.0   
GenHlth_Fair                                       -6.015739e-02  ...   0.0   
GenHlth_Poor                                       -1.258314e-02  ...   0.0   
MentHlth_0                                          1.475490e-01  ...   0.0   
MentHlth_1-5                                       -1.356823e-01  ...   0.0   
MentHlth_6-10                                      -7.995666e-03  ...   0.0   
MentHlth_11-15                                     -1.899948e-03  ...   0.0   
MentHlth_16-20                                     -3.879734e-03  ...   0.0   
MentHlth_21-25                                      1.778861e-04  ...   0.0   
MentHlth_26-30                                      1.730806e-03  ...   0.0   
PhysHlth_0                                         -7.837656e-02  ...   0.0   
PhysHlth_1-5                                        1.385665e-01  ...   0.0   
PhysHlth_6-10                                      -8.240944e-03  ...   0.0   
PhysHlth_11-15                                     -1.552576e-02  ...   0.0   
PhysHlth_16-20                                     -5.865905e-03  ...   0.0   
PhysHlth_21-25                                      5.068857e-04  ...   0.0   
PhysHlth_26-30                                     -3.106423e-02  ...   0.0   
Education_Never attended school or only kinderg... -1.003616e-04  ...   0.0   
Education_Elementary                               -3.327668e-03  ...   0.0   
Education_Some high school                          8.986843e-03  ...   0.0   
Education_High school graduate                     -2.486394e-01  ...   0.0   
Education_Some college or technical school         -6.641299e-02  ...   0.0   
Education_College graduate                          3.094935e-01  ...   0.0   
Income_Less than $10,000                           -2.012418e-02  ...   0.0   
Income_$10,000-$14,999                             -1.441909e-02  ...   0.0   
Income_$15,000-$19,999                             -1.838021e-02  ...   0.0   
Income_$20,000-$24,999                             -2.050756e-02  ...   0.0   
Income_$25,000-$34,999                             -5.218730e-03  ...   0.0   
Income_$35,000-$49,999                              5.437854e-02  ...   0.0   
Income_$50,000-$74,999                              5.210336e-01  ...   0.0   
Income_$75,000 or more                             -4.967624e-01  ...   0.0   
Sex_Female                                         -1.773354e-16  ...   0.0   
Sex_Male                                            0.000000e+00  ...   0.0   
Age_18-29                                           0.000000e+00  ...   0.0   
Age_30-49                                           0.000000e+00  ...   0.0   
Age_50-64                                          -1.773354e-16  ...   0.0   
Age_65+                                             0.000000e+00  ...   1.0   

                                                    PC50  PC51  PC52  \
HighBP                                               0.0   0.0   0.0   
HighChol                                             0.0   0.0   0.0   
CholCheck                                            0.0   0.0   0.0   
Smoker                                               0.0   0.0   0.0   
Stroke                                               0.0   0.0   0.0   
HeartDiseaseorAttack                                 0.0   0.0   0.0   
PhysActivity                                         0.0   0.0   0.0   
Fruits                                               0.0   0.0   0.0   
Veggies                                              0.0   0.0   0.0   
HvyAlcoholConsump                                    0.0   0.0   0.0   
AnyHealthcare                                        0.0   0.0   0.0   
NoDocbcCost                                          0.0   0.0   0.0   
DiffWalk                                             0.0   0.0   0.0   
BMI_Underweight                                      0.0   0.0   0.0   
BMI_Healthy weight                                   0.0   0.0   0.0   
BMI_Overweight                                       0.0   0.0   0.0   
BMI_Class 1 Obesity                                  0.0   0.0   0.0   
BMI_Class 2 Obesity                                  0.0   0.0   0.0   
BMI_Class 3 Obesity                                  0.0   0.0   0.0   
GenHlth_Excellent                                    0.0   0.0   0.0   
GenHlth_Very good                                    0.0   0.0   0.0   
GenHlth_Good                                         0.0   0.0   0.0   
GenHlth_Fair                                         0.0   0.0   0.0   
GenHlth_Poor                                         0.0   0.0   0.0   
MentHlth_0                                           0.0   0.0   0.0   
MentHlth_1-5                                         0.0   0.0   0.0   
MentHlth_6-10                                        0.0   0.0   0.0   
MentHlth_11-15                                       0.0   0.0   0.0   
MentHlth_16-20                                       0.0   0.0   0.0   
MentHlth_21-25                                       0.0   0.0   0.0   
MentHlth_26-30                                       0.0   0.0   0.0   
PhysHlth_0                                           0.0   0.0   0.0   
PhysHlth_1-5                                         0.0   0.0   0.0   
PhysHlth_6-10                                        0.0   0.0   0.0   
PhysHlth_11-15                                       0.0   0.0   0.0   
PhysHlth_16-20                                       0.0   0.0   0.0   
PhysHlth_21-25                                       0.0   0.0   0.0   
PhysHlth_26-30                                       0.0   0.0   0.0   
Education_Never attended school or only kinderg...   0.0   0.0   0.0   
Education_Elementary                                 0.0   0.0   0.0   
Education_Some high school                           0.0   0.0   0.0   
Education_High school graduate                       0.0   0.0   0.0   
Education_Some college or technical school           0.0   0.0   0.0   
Education_College graduate                           0.0   0.0   0.0   
Income_Less than $10,000                             0.0   0.0   0.0   
Income_$10,000-$14,999                               0.0   0.0   0.0   
Income_$15,000-$19,999                               0.0   0.0   0.0   
Income_$20,000-$24,999                               0.0   0.0   0.0   
Income_$25,000-$34,999                               0.0   0.0   0.0   
Income_$35,000-$49,999                               0.0   0.0   0.0   
Income_$50,000-$74,999                               0.0   0.0   0.0   
Income_$75,000 or more                               0.0   0.0   0.0   
Sex_Female                                           0.0   0.0   0.0   
Sex_Male                                             1.0   0.0   0.0   
Age_18-29                                            0.0   0.0   1.0   
Age_30-49                                            0.0   1.0   0.0   
Age_50-64                                            0.0   0.0   0.0   
Age_65+                                              0.0   0.0   0.0   

                                                            PC53  \
HighBP                                             -0.000000e+00   
HighChol                                           -4.188623e-17   
CholCheck                                          -3.778345e-16   
Smoker                                             -6.265363e-18   
Stroke                                              1.550338e-16   
HeartDiseaseorAttack                                2.249945e-16   
PhysActivity                                        3.035097e-17   
Fruits                                              1.055036e-17   
Veggies                                            -8.171136e-17   
HvyAlcoholConsump                                   1.338487e-16   
AnyHealthcare                                       2.443778e-16   
NoDocbcCost                                         1.949687e-16   
DiffWalk                                            2.570236e-17   
BMI_Underweight                                    -2.028040e-02   
BMI_Healthy weight                                 -6.604806e-02   
BMI_Overweight                                      1.698654e-01   
BMI_Class 1 Obesity                                -1.828493e-01   
BMI_Class 2 Obesity                                 1.542781e-03   
BMI_Class 3 Obesity                                -5.497275e-03   
GenHlth_Excellent                                  -1.843269e-02   
GenHlth_Very good                                  -1.843269e-02   
GenHlth_Good                                       -1.843269e-02   
GenHlth_Fair                                       -1.843269e-02   
GenHlth_Poor                                       -1.843269e-02   
MentHlth_0                                         -2.541409e-02   
MentHlth_1-5                                       -2.541409e-02   
MentHlth_6-10                                      -2.541409e-02   
MentHlth_11-15                                     -2.541409e-02   
MentHlth_16-20                                     -2.541409e-02   
MentHlth_21-25                                     -2.541409e-02   
MentHlth_26-30                                     -2.541409e-02   
PhysHlth_0                                          7.307535e-02   
PhysHlth_1-5                                        7.307535e-02   
PhysHlth_6-10                                       7.307535e-02   
PhysHlth_11-15                                      7.307535e-02   
PhysHlth_16-20                                      7.307535e-02   
PhysHlth_21-25                                      7.307535e-02   
PhysHlth_26-30                                      7.307535e-02   
Education_Never attended school or only kinderg... -5.912392e-03   
Education_Elementary                               -5.912392e-03   
Education_Some high school                         -5.912392e-03   
Education_High school graduate                     -5.912392e-03   
Education_Some college or technical school         -5.912392e-03   
Education_College graduate                         -5.912392e-03   
Income_Less than $10,000                           -2.805784e-02   
Income_$10,000-$14,999                             -2.805784e-02   
Income_$15,000-$19,999                             -2.805784e-02   
Income_$20,000-$24,999                             -2.805784e-02   
Income_$25,000-$34,999                             -2.805784e-02   
Income_$35,000-$49,999                             -2.805784e-02   
Income_$50,000-$74,999                             -2.805784e-02   
Income_$75,000 or more                             -2.805784e-02   
Sex_Female                                          7.573728e-01   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -5.560435e-01   
Age_65+                                            -0.000000e+00   

                                                            PC54  \
HighBP                                             -0.000000e+00   
HighChol                                            2.617889e-17   
CholCheck                                           9.347336e-16   
Smoker                                              1.922845e-17   
Stroke                                             -4.306920e-16   
HeartDiseaseorAttack                               -2.674809e-16   
PhysActivity                                       -1.034169e-16   
Fruits                                              4.450426e-17   
Veggies                                             1.495246e-16   
HvyAlcoholConsump                                  -5.474685e-16   
AnyHealthcare                                      -9.883668e-16   
NoDocbcCost                                        -3.652175e-16   
DiffWalk                                           -1.186613e-16   
BMI_Underweight                                     2.909767e-01   
BMI_Healthy weight                                  2.628413e-01   
BMI_Overweight                                      1.681971e-01   
BMI_Class 1 Obesity                                -2.047620e-01   
BMI_Class 2 Obesity                                -2.499005e-01   
BMI_Class 3 Obesity                                 3.138897e-01   
GenHlth_Excellent                                   3.310604e-02   
GenHlth_Very good                                   3.310604e-02   
GenHlth_Good                                        3.310604e-02   
GenHlth_Fair                                        3.310604e-02   
GenHlth_Poor                                        3.310604e-02   
MentHlth_0                                          1.250635e-02   
MentHlth_1-5                                        1.250635e-02   
MentHlth_6-10                                       1.250635e-02   
MentHlth_11-15                                      1.250635e-02   
MentHlth_16-20                                      1.250635e-02   
MentHlth_21-25                                      1.250635e-02   
MentHlth_26-30                                      1.250635e-02   
PhysHlth_0                                         -1.418013e-01   
PhysHlth_1-5                                       -1.418013e-01   
PhysHlth_6-10                                      -1.418013e-01   
PhysHlth_11-15                                     -1.418013e-01   
PhysHlth_16-20                                     -1.418013e-01   
PhysHlth_21-25                                     -1.418013e-01   
PhysHlth_26-30                                     -1.418013e-01   
Education_Never attended school or only kinderg... -2.526538e-01   
Education_Elementary                               -2.526538e-01   
Education_Some high school                         -2.526538e-01   
Education_High school graduate                     -2.526538e-01   
Education_Some college or technical school         -2.526538e-01   
Education_College graduate                         -2.526538e-01   
Income_Less than $10,000                            2.671351e-02   
Income_$10,000-$14,999                              2.671351e-02   
Income_$15,000-$19,999                              2.671351e-02   
Income_$20,000-$24,999                              2.671351e-02   
Income_$25,000-$34,999                              2.671351e-02   
Income_$35,000-$49,999                              2.671351e-02   
Income_$50,000-$74,999                              2.671351e-02   
Income_$75,000 or more                              2.671351e-02   
Sex_Female                                          1.942948e-01   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                           2.031279e-01   
Age_65+                                            -0.000000e+00   

                                                            PC55  \
HighBP                                             -0.000000e+00   
HighChol                                            1.047156e-17   
CholCheck                                          -2.833435e-16   
Smoker                                             -3.489374e-17   
Stroke                                             -4.841538e-17   
HeartDiseaseorAttack                                2.459936e-17   
PhysActivity                                        1.557040e-17   
Fruits                                              1.064212e-16   
Veggies                                            -8.404058e-17   
HvyAlcoholConsump                                  -9.287061e-17   
AnyHealthcare                                      -4.596228e-16   
NoDocbcCost                                        -6.092692e-17   
DiffWalk                                            2.480803e-17   
BMI_Underweight                                    -1.273858e-02   
BMI_Healthy weight                                 -3.208185e-01   
BMI_Overweight                                     -7.102766e-02   
BMI_Class 1 Obesity                                 2.489918e-01   
BMI_Class 2 Obesity                                 3.919304e-01   
BMI_Class 3 Obesity                                 4.634155e-02   
GenHlth_Excellent                                   3.547612e-03   
GenHlth_Very good                                   3.547612e-03   
GenHlth_Good                                        3.547612e-03   
GenHlth_Fair                                        3.547612e-03   
GenHlth_Poor                                        3.547612e-03   
MentHlth_0                                          1.303320e-01   
MentHlth_1-5                                        1.303320e-01   
MentHlth_6-10                                       1.303320e-01   
MentHlth_11-15                                      1.303320e-01   
MentHlth_16-20                                      1.303320e-01   
MentHlth_21-25                                      1.303320e-01   
MentHlth_26-30                                      1.303320e-01   
PhysHlth_0                                          1.081048e-01   
PhysHlth_1-5                                        1.081048e-01   
PhysHlth_6-10                                       1.081048e-01   
PhysHlth_11-15                                      1.081048e-01   
PhysHlth_16-20                                      1.081048e-01   
PhysHlth_21-25                                      1.081048e-01   
PhysHlth_26-30                                      1.081048e-01   
Education_Never attended school or only kinderg... -2.573354e-01   
Education_Elementary                               -2.573354e-01   
Education_Some high school                         -2.573354e-01   
Education_High school graduate                     -2.573354e-01   
Education_Some college or technical school         -2.573354e-01   
Education_College graduate                         -2.573354e-01   
Income_Less than $10,000                           -8.096532e-02   
Income_$10,000-$14,999                             -8.096532e-02   
Income_$15,000-$19,999                             -8.096532e-02   
Income_$20,000-$24,999                             -8.096532e-02   
Income_$25,000-$34,999                             -8.096532e-02   
Income_$35,000-$49,999                             -8.096532e-02   
Income_$50,000-$74,999                             -8.096532e-02   
Income_$75,000 or more                             -8.096532e-02   
Sex_Female                                         -1.096437e-01   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -1.074527e-01   
Age_65+                                            -0.000000e+00   

                                                            PC56  \
HighBP                                              0.000000e+00   
HighChol                                            1.210774e-16   
CholCheck                                           2.149506e-17   
Smoker                                             -2.895499e-18   
Stroke                                             -4.451472e-16   
HeartDiseaseorAttack                               -3.221265e-16   
PhysActivity                                        7.524257e-17   
Fruits                                              2.994128e-17   
Veggies                                             1.448753e-16   
HvyAlcoholConsump                                  -1.477975e-16   
AnyHealthcare                                      -8.636294e-16   
NoDocbcCost                                        -4.398788e-16   
DiffWalk                                           -2.992529e-16   
BMI_Underweight                                     3.846251e-01   
BMI_Healthy weight                                 -1.787938e-01   
BMI_Overweight                                      4.699734e-01   
BMI_Class 1 Obesity                                -1.086840e-01   
BMI_Class 2 Obesity                                 2.714259e-01   
BMI_Class 3 Obesity                                 1.206797e-01   
GenHlth_Excellent                                  -4.636267e-02   
GenHlth_Very good                                  -4.636267e-02   
GenHlth_Good                                       -4.636267e-02   
GenHlth_Fair                                       -4.636267e-02   
GenHlth_Poor                                       -4.636267e-02   
MentHlth_0                                          2.078430e-01   
MentHlth_1-5                                        2.078430e-01   
MentHlth_6-10                                       2.078430e-01   
MentHlth_11-15                                      2.078430e-01   
MentHlth_16-20                                      2.078430e-01   
MentHlth_21-25                                      2.078430e-01   
MentHlth_26-30                                      2.078430e-01   
PhysHlth_0                                         -7.916971e-02   
PhysHlth_1-5                                       -7.916971e-02   
PhysHlth_6-10                                      -7.916971e-02   
PhysHlth_11-15                                     -7.916971e-02   
PhysHlth_16-20                                     -7.916971e-02   
PhysHlth_21-25                                     -7.916971e-02   
PhysHlth_26-30                                     -7.916971e-02   
Education_Never attended school or only kinderg...  1.394364e-01   
Education_Elementary                                1.394364e-01   
Education_Some high school                          1.394364e-01   
Education_High school graduate                      1.394364e-01   
Education_Some college or technical school          1.394364e-01   
Education_College graduate                          1.394364e-01   
Income_Less than $10,000                            4.755460e-02   
Income_$10,000-$14,999                              4.755460e-02   
Income_$15,000-$19,999                              4.755460e-02   
Income_$20,000-$24,999                              4.755460e-02   
Income_$25,000-$34,999                              4.755460e-02   
Income_$35,000-$49,999                              4.755460e-02   
Income_$50,000-$74,999                              4.755460e-02   
Income_$75,000 or more                              4.755460e-02   
Sex_Female                                         -6.268041e-02   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                          -5.903072e-02   
Age_65+                                             0.000000e+00   

                                                            PC57          PC58  
HighBP                                              0.000000e+00 -0.000000e+00  
HighChol                                            3.141467e-17 -3.665045e-17  
CholCheck                                           7.747665e-16  1.024717e-15  
Smoker                                              8.451390e-17 -4.224886e-17  
Stroke                                             -7.872264e-16  1.060846e-16  
HeartDiseaseorAttack                               -7.091071e-16 -4.905718e-16  
PhysActivity                                       -9.685821e-17  2.591368e-17  
Fruits                                              4.060129e-17 -5.095999e-17  
Veggies                                            -4.791829e-17  2.758958e-16  
HvyAlcoholConsump                                  -5.301818e-16 -2.177293e-16  
AnyHealthcare                                      -4.272742e-16  3.814141e-16  
NoDocbcCost                                        -2.683019e-16 -1.027696e-16  
DiffWalk                                           -3.995744e-16 -3.671357e-16  
BMI_Underweight                                    -3.508355e-01  1.176152e-02  
BMI_Healthy weight                                 -1.273718e-01  3.010500e-01  
BMI_Overweight                                      4.240015e-01  1.757311e-01  
BMI_Class 1 Obesity                                 2.838288e-01 -4.830309e-02  
BMI_Class 2 Obesity                                -1.057855e-01  6.302471e-01  
BMI_Class 3 Obesity                                 5.749270e-01 -3.353378e-01  
GenHlth_Excellent                                   1.560871e-01  1.981371e-01  
GenHlth_Very good                                   1.560871e-01  1.981371e-01  
GenHlth_Good                                        1.560871e-01  1.981371e-01  
GenHlth_Fair                                        1.560871e-01  1.981371e-01  
GenHlth_Poor                                        1.560871e-01  1.981371e-01  
MentHlth_0                                         -7.091055e-02 -9.286529e-02  
MentHlth_1-5                                       -7.091055e-02 -9.286529e-02  
MentHlth_6-10                                      -7.091055e-02 -9.286529e-02  
MentHlth_11-15                                     -7.091055e-02 -9.286529e-02  
MentHlth_16-20                                     -7.091055e-02 -9.286529e-02  
MentHlth_21-25                                     -7.091055e-02 -9.286529e-02  
MentHlth_26-30                                     -7.091055e-02 -9.286529e-02  
PhysHlth_0                                         -3.189774e-02 -9.458681e-02  
PhysHlth_1-5                                       -3.189774e-02 -9.458681e-02  
PhysHlth_6-10                                      -3.189774e-02 -9.458681e-02  
PhysHlth_11-15                                     -3.189774e-02 -9.458681e-02  
PhysHlth_16-20                                     -3.189774e-02 -9.458681e-02  
PhysHlth_21-25                                     -3.189774e-02 -9.458681e-02  
PhysHlth_26-30                                     -3.189774e-02 -9.458681e-02  
Education_Never attended school or only kinderg...  4.109604e-02 -7.537173e-03  
Education_Elementary                                4.109604e-02 -7.537173e-03  
Education_Some high school                          4.109604e-02 -7.537173e-03  
Education_High school graduate                      4.109604e-02 -7.537173e-03  
Education_Some college or technical school          4.109604e-02 -7.537173e-03  
Education_College graduate                          4.109604e-02 -7.537173e-03  
Income_Less than $10,000                           -7.209852e-02 -6.931260e-02  
Income_$10,000-$14,999                             -7.209852e-02 -6.931260e-02  
Income_$15,000-$19,999                             -7.209852e-02 -6.931260e-02  
Income_$20,000-$24,999                             -7.209852e-02 -6.931260e-02  
Income_$25,000-$34,999                             -7.209852e-02 -6.931260e-02  
Income_$35,000-$49,999                             -7.209852e-02 -6.931260e-02  
Income_$50,000-$74,999                             -7.209852e-02 -6.931260e-02  
Income_$75,000 or more                             -7.209852e-02 -6.931260e-02  
Sex_Female                                         -1.458721e-01  6.435941e-02  
Sex_Male                                            0.000000e+00 -0.000000e+00  
Age_18-29                                           0.000000e+00 -0.000000e+00  
Age_30-49                                           0.000000e+00 -0.000000e+00  
Age_50-64                                          -1.465927e-01  6.442250e-02  
Age_65+                                             0.000000e+00 -0.000000e+00  

[58 rows x 58 columns]

PCA Results for Subset_32:
        PC1       PC2       PC3       PC4       PC5       PC6       PC7  \
0 -0.384630 -0.018627  0.612272 -0.579019 -0.106589  0.180540 -0.850609   
1 -1.690811 -0.002388 -0.631736  0.433281  0.958578  0.031712  0.105206   
2 -1.232771 -0.529336 -0.479511  0.145783  0.911209  0.305637 -0.496637   
3  0.681676 -0.630000 -0.674578  0.521022  0.593579 -0.140251 -0.449755   
4  0.541993 -0.031735 -0.569447  1.228607 -0.575669 -0.541339  0.579966   

        PC8       PC9      PC10  ...  PC49  PC50  PC51  PC52          PC53  \
0 -0.285164 -0.505987  1.145933  ...   0.0   0.0   0.0   0.0 -1.443290e-15   
1  0.779338 -0.216730 -0.146589  ...   0.0   0.0   0.0   0.0 -5.551115e-16   
2 -0.120251 -0.018622  0.267515  ...   0.0   0.0   0.0   0.0  7.771561e-16   
3  0.375907  0.617682 -0.211078  ...   0.0   0.0   0.0   0.0 -1.110223e-16   
4 -0.056853 -0.341052 -0.400982  ...   0.0   0.0   0.0   0.0 -5.551115e-16   

           PC54          PC55          PC56          PC57          PC58  
0  2.553513e-15 -1.221245e-15  1.887379e-15  3.608225e-15  2.470246e-15  
1  1.221245e-15 -4.440892e-16  8.049117e-16  1.387779e-15  3.747003e-16  
2 -1.443290e-15  2.220446e-16 -1.165734e-15 -2.386980e-15 -8.187895e-16  
3  1.110223e-16 -8.326673e-17  5.551115e-17  5.551115e-17 -6.938894e-17  
4  1.332268e-15  2.775558e-16  1.276756e-15  1.221245e-15  3.747003e-16  

[5 rows x 58 columns]
No description has been provided for this image
For Subset_32, retain 25 components to explain 90% of the variance.


Explained Variance for Subset_33:
[1.21806887e-01 7.16928939e-02 6.66441219e-02 6.01593399e-02
 5.28719473e-02 5.18438565e-02 4.63530511e-02 4.35118261e-02
 4.18608850e-02 4.06521792e-02 3.65350714e-02 3.37524065e-02
 3.19816566e-02 2.98599269e-02 2.79326945e-02 2.11582281e-02
 2.02731109e-02 1.87041407e-02 1.57782014e-02 1.54452074e-02
 1.38432625e-02 1.24569342e-02 1.17607866e-02 1.12251288e-02
 1.07443064e-02 9.34543965e-03 8.89064078e-03 8.72220862e-03
 8.36026306e-03 8.03041399e-03 7.67661041e-03 7.33680877e-03
 7.19623657e-03 6.02156723e-03 4.98293766e-03 3.99621599e-03
 3.29992080e-03 3.17527019e-03 2.30399219e-03 1.74970828e-03
 6.37153691e-05 1.15226288e-17 8.31182624e-18 5.85712185e-18
 3.86603015e-18 1.25992261e-18 4.77697135e-20 1.39417838e-28
 1.85039860e-35 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00]

Cumulative Variance for Subset_33:
[0.12180689 0.19349978 0.2601439  0.32030324 0.37317519 0.42501905
 0.4713721  0.51488392 0.55674481 0.59739699 0.63393206 0.66768447
 0.69966612 0.72952605 0.75745874 0.77861697 0.79889008 0.81759422
 0.83337242 0.84881763 0.86266089 0.87511783 0.88687862 0.89810374
 0.90884805 0.91819349 0.92708413 0.93580634 0.9441666  0.95219702
 0.95987363 0.96721044 0.97440667 0.98042824 0.98541118 0.98940739
 0.99270731 0.99588258 0.99818658 0.99993628 1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.        ]

Loadings for Subset_33:
                                                             PC1  \
HighBP                                             -1.526984e-01   
HighChol                                           -1.764658e-01   
CholCheck                                          -7.423306e-03   
Smoker                                             -2.195907e-01   
Stroke                                             -6.494296e-02   
HeartDiseaseorAttack                               -1.486659e-01   
PhysActivity                                        1.939538e-01   
Fruits                                              1.131390e-01   
Veggies                                             8.850478e-02   
HvyAlcoholConsump                                  -6.372184e-03   
AnyHealthcare                                       3.129542e-02   
NoDocbcCost                                        -1.046165e-01   
DiffWalk                                           -3.360060e-01   
BMI_Underweight                                    -8.271806e-25   
BMI_Healthy weight                                 -1.033976e-25   
BMI_Overweight                                      2.584939e-26   
BMI_Class 1 Obesity                                 3.231174e-27   
BMI_Class 2 Obesity                                 1.194732e-17   
BMI_Class 3 Obesity                                -1.009742e-28   
GenHlth_Excellent                                   5.027207e-02   
GenHlth_Very good                                   2.348542e-01   
GenHlth_Good                                        8.508073e-02   
GenHlth_Fair                                       -2.175277e-01   
GenHlth_Poor                                       -1.526793e-01   
MentHlth_0                                          2.585414e-01   
MentHlth_1-5                                       -4.531603e-02   
MentHlth_6-10                                      -3.925115e-02   
MentHlth_11-15                                     -3.592065e-02   
MentHlth_16-20                                     -1.831545e-02   
MentHlth_21-25                                     -1.069122e-02   
MentHlth_26-30                                     -1.090469e-01   
PhysHlth_0                                          4.036965e-01   
PhysHlth_1-5                                       -6.462999e-02   
PhysHlth_6-10                                      -3.578934e-02   
PhysHlth_11-15                                     -4.099536e-02   
PhysHlth_16-20                                     -2.777059e-02   
PhysHlth_21-25                                     -1.693564e-02   
PhysHlth_26-30                                     -2.175756e-01   
Education_Never attended school or only kinderg...  1.497228e-05   
Education_Elementary                               -1.201954e-02   
Education_Some high school                         -4.444516e-02   
Education_High school graduate                     -1.583465e-01   
Education_Some college or technical school         -5.144759e-02   
Education_College graduate                          2.662438e-01   
Income_Less than $10,000                           -6.429199e-02   
Income_$10,000-$14,999                             -5.879222e-02   
Income_$15,000-$19,999                             -6.581344e-02   
Income_$20,000-$24,999                             -5.628525e-02   
Income_$25,000-$34,999                             -4.919222e-02   
Income_$35,000-$49,999                             -6.096886e-02   
Income_$50,000-$74,999                             -2.074648e-03   
Income_$75,000 or more                              3.574186e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            1.194732e-17   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           1.194732e-17   
Age_65+                                             0.000000e+00   

                                                             PC2  \
HighBP                                              1.600024e-01   
HighChol                                            2.579406e-01   
CholCheck                                           1.743684e-02   
Smoker                                             -1.560196e-01   
Stroke                                              1.906355e-02   
HeartDiseaseorAttack                                7.110519e-02   
PhysActivity                                        1.000666e-01   
Fruits                                              1.079879e-01   
Veggies                                             1.282847e-01   
HvyAlcoholConsump                                   1.616858e-03   
AnyHealthcare                                       3.623532e-02   
NoDocbcCost                                         5.391544e-03   
DiffWalk                                            9.030385e-02   
BMI_Underweight                                     2.168404e-19   
BMI_Healthy weight                                  1.084202e-19   
BMI_Overweight                                     -1.355253e-20   
BMI_Class 1 Obesity                                 6.776264e-21   
BMI_Class 2 Obesity                                 1.776916e-17   
BMI_Class 3 Obesity                                -8.470329e-22   
GenHlth_Excellent                                  -2.743748e-02   
GenHlth_Very good                                  -6.898032e-02   
GenHlth_Good                                       -1.640996e-02   
GenHlth_Fair                                        6.133966e-02   
GenHlth_Poor                                        5.148809e-02   
MentHlth_0                                         -2.463405e-01   
MentHlth_1-5                                        1.090992e-01   
MentHlth_6-10                                       2.854428e-02   
MentHlth_11-15                                      2.806216e-02   
MentHlth_16-20                                      1.070939e-02   
MentHlth_21-25                                      6.044521e-03   
MentHlth_26-30                                      6.388096e-02   
PhysHlth_0                                         -3.490985e-01   
PhysHlth_1-5                                        2.131029e-01   
PhysHlth_6-10                                       1.429836e-02   
PhysHlth_11-15                                      2.161512e-02   
PhysHlth_16-20                                      1.264784e-02   
PhysHlth_21-25                                      4.391004e-03   
PhysHlth_26-30                                      8.304322e-02   
Education_Never attended school or only kinderg... -2.024758e-04   
Education_Elementary                               -1.667632e-03   
Education_Some high school                          8.539697e-04   
Education_High school graduate                     -4.244023e-01   
Education_Some college or technical school         -6.710153e-02   
Education_College graduate                          4.925199e-01   
Income_Less than $10,000                            1.034608e-02   
Income_$10,000-$14,999                             -7.251236e-03   
Income_$15,000-$19,999                             -8.669026e-03   
Income_$20,000-$24,999                             -2.248521e-02   
Income_$25,000-$34,999                             -4.757478e-02   
Income_$35,000-$49,999                             -1.032877e-01   
Income_$50,000-$74,999                             -1.425381e-01   
Income_$75,000 or more                              3.214599e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            1.777197e-17   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           1.777197e-17   
Age_65+                                             0.000000e+00   

                                                             PC3  \
HighBP                                              1.231691e-01   
HighChol                                            1.860212e-01   
CholCheck                                           7.422389e-03   
Smoker                                             -1.978215e-02   
Stroke                                             -1.446160e-02   
HeartDiseaseorAttack                               -9.183800e-03   
PhysActivity                                        5.702796e-02   
Fruits                                              5.594534e-03   
Veggies                                             3.052070e-02   
HvyAlcoholConsump                                   5.940739e-04   
AnyHealthcare                                       4.676322e-03   
NoDocbcCost                                        -9.695781e-03   
DiffWalk                                           -9.996391e-02   
BMI_Underweight                                    -1.734723e-18   
BMI_Healthy weight                                 -4.336809e-19   
BMI_Overweight                                     -0.000000e+00   
BMI_Class 1 Obesity                                -1.084202e-19   
BMI_Class 2 Obesity                                 1.119613e-19   
BMI_Class 3 Obesity                                -1.355253e-20   
GenHlth_Excellent                                  -4.183176e-02   
GenHlth_Very good                                  -4.930042e-01   
GenHlth_Good                                        7.821033e-01   
GenHlth_Fair                                       -1.715668e-01   
GenHlth_Poor                                       -7.570051e-02   
MentHlth_0                                          7.519638e-03   
MentHlth_1-5                                        3.640950e-02   
MentHlth_6-10                                       5.225201e-03   
MentHlth_11-15                                     -7.473187e-03   
MentHlth_16-20                                     -1.889103e-03   
MentHlth_21-25                                     -8.414195e-04   
MentHlth_26-30                                     -3.895063e-02   
PhysHlth_0                                          3.777666e-02   
PhysHlth_1-5                                        8.154385e-02   
PhysHlth_6-10                                       4.038235e-03   
PhysHlth_11-15                                     -1.621795e-02   
PhysHlth_16-20                                     -2.390923e-03   
PhysHlth_21-25                                     -2.505716e-03   
PhysHlth_26-30                                     -1.022442e-01   
Education_Never attended school or only kinderg... -2.322219e-04   
Education_Elementary                               -5.307987e-03   
Education_Some high school                         -8.821161e-03   
Education_High school graduate                      1.118577e-02   
Education_Some college or technical school          9.366178e-02   
Education_College graduate                         -9.048619e-02   
Income_Less than $10,000                           -2.168259e-02   
Income_$10,000-$14,999                             -6.426593e-03   
Income_$15,000-$19,999                             -7.101973e-03   
Income_$20,000-$24,999                             -3.474911e-03   
Income_$25,000-$34,999                             -1.874963e-03   
Income_$35,000-$49,999                              1.629321e-02   
Income_$50,000-$74,999                              5.318219e-02   
Income_$75,000 or more                             -2.891437e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                            6.682209e-20   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                           6.682209e-20   
Age_65+                                            -0.000000e+00   

                                                             PC4  \
HighBP                                             -6.898562e-02   
HighChol                                           -1.092751e-01   
CholCheck                                          -8.203840e-04   
Smoker                                              7.412342e-02   
Stroke                                             -2.933061e-03   
HeartDiseaseorAttack                               -1.830237e-02   
PhysActivity                                        9.154703e-02   
Fruits                                              2.617802e-01   
Veggies                                             1.528765e-01   
HvyAlcoholConsump                                   2.785211e-04   
AnyHealthcare                                      -1.859379e-02   
NoDocbcCost                                         2.415479e-06   
DiffWalk                                            1.867271e-02   
BMI_Underweight                                    -0.000000e+00   
BMI_Healthy weight                                 -0.000000e+00   
BMI_Overweight                                     -0.000000e+00   
BMI_Class 1 Obesity                                 1.734723e-18   
BMI_Class 2 Obesity                                 5.350409e-17   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                   3.517313e-03   
GenHlth_Very good                                   4.986277e-02   
GenHlth_Good                                       -6.154297e-02   
GenHlth_Fair                                        4.506546e-03   
GenHlth_Poor                                        3.656338e-03   
MentHlth_0                                          4.631875e-02   
MentHlth_1-5                                       -4.288104e-02   
MentHlth_6-10                                      -7.117222e-03   
MentHlth_11-15                                      3.351326e-03   
MentHlth_16-20                                     -2.604539e-03   
MentHlth_21-25                                      1.602138e-03   
MentHlth_26-30                                      1.330593e-03   
PhysHlth_0                                         -5.932745e-02   
PhysHlth_1-5                                        4.438479e-02   
PhysHlth_6-10                                      -4.823292e-03   
PhysHlth_11-15                                      2.920619e-04   
PhysHlth_16-20                                      2.117425e-03   
PhysHlth_21-25                                      4.588152e-04   
PhysHlth_26-30                                      1.689765e-02   
Education_Never attended school or only kinderg...  6.995739e-05   
Education_Elementary                               -2.402592e-04   
Education_Some high school                         -2.269195e-03   
Education_High school graduate                     -4.718952e-01   
Education_Some college or technical school          7.419939e-01   
Education_College graduate                         -2.676592e-01   
Income_Less than $10,000                           -1.391352e-02   
Income_$10,000-$14,999                             -1.385717e-02   
Income_$15,000-$19,999                              5.426444e-03   
Income_$20,000-$24,999                             -9.348809e-03   
Income_$25,000-$34,999                             -3.620066e-03   
Income_$35,000-$49,999                              9.676056e-03   
Income_$50,000-$74,999                              9.790966e-02   
Income_$75,000 or more                             -7.227260e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                            5.311494e-17   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                           5.311494e-17   
Age_65+                                            -0.000000e+00   

                                                             PC5  \
HighBP                                             -4.010696e-02   
HighChol                                           -2.358518e-01   
CholCheck                                          -8.805042e-03   
Smoker                                              2.786206e-06   
Stroke                                              3.541814e-03   
HeartDiseaseorAttack                               -3.070800e-02   
PhysActivity                                        2.408924e-01   
Fruits                                              6.993055e-01   
Veggies                                             3.381433e-01   
HvyAlcoholConsump                                  -7.120168e-03   
AnyHealthcare                                      -1.908734e-02   
NoDocbcCost                                         1.009240e-02   
DiffWalk                                           -6.795298e-03   
BMI_Underweight                                     4.163336e-17   
BMI_Healthy weight                                  2.775558e-17   
BMI_Overweight                                      1.110223e-16   
BMI_Class 1 Obesity                                 1.110223e-16   
BMI_Class 2 Obesity                                 1.194019e-16   
BMI_Class 3 Obesity                                 5.551115e-17   
GenHlth_Excellent                                   2.634497e-02   
GenHlth_Very good                                  -6.116229e-02   
GenHlth_Good                                       -2.663445e-03   
GenHlth_Fair                                        6.055794e-02   
GenHlth_Poor                                       -2.307718e-02   
MentHlth_0                                          1.239506e-02   
MentHlth_1-5                                        1.362547e-03   
MentHlth_6-10                                       9.872584e-03   
MentHlth_11-15                                     -2.520330e-05   
MentHlth_16-20                                      3.636389e-03   
MentHlth_21-25                                     -4.814777e-03   
MentHlth_26-30                                     -2.242660e-02   
PhysHlth_0                                         -2.112119e-01   
PhysHlth_1-5                                        1.928393e-01   
PhysHlth_6-10                                       1.596546e-02   
PhysHlth_11-15                                      1.669540e-02   
PhysHlth_16-20                                      3.151362e-03   
PhysHlth_21-25                                     -4.007485e-03   
PhysHlth_26-30                                     -1.343210e-02   
Education_Never attended school or only kinderg...  1.549849e-04   
Education_Elementary                               -5.204944e-03   
Education_Some high school                         -1.573240e-02   
Education_High school graduate                      3.021667e-01   
Education_Some college or technical school         -2.532048e-01   
Education_College graduate                         -2.817947e-02   
Income_Less than $10,000                           -4.029034e-03   
Income_$10,000-$14,999                             -6.665971e-03   
Income_$15,000-$19,999                             -1.331337e-02   
Income_$20,000-$24,999                              5.604212e-03   
Income_$25,000-$34,999                              1.810345e-03   
Income_$35,000-$49,999                              7.911522e-02   
Income_$50,000-$74,999                              7.557349e-02   
Income_$75,000 or more                             -1.380949e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            1.619333e-16   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           1.619333e-16   
Age_65+                                             0.000000e+00   

                                                             PC6  \
HighBP                                              4.203661e-01   
HighChol                                            4.941057e-01   
CholCheck                                           3.575426e-02   
Smoker                                              3.103423e-01   
Stroke                                              3.253989e-02   
HeartDiseaseorAttack                                1.566408e-01   
PhysActivity                                        1.441185e-01   
Fruits                                              2.816303e-01   
Veggies                                             1.614885e-01   
HvyAlcoholConsump                                   1.270102e-02   
AnyHealthcare                                       1.930930e-02   
NoDocbcCost                                        -1.746125e-02   
DiffWalk                                            1.120635e-02   
BMI_Underweight                                    -6.938894e-18   
BMI_Healthy weight                                  1.214306e-17   
BMI_Overweight                                      2.775558e-17   
BMI_Class 1 Obesity                                 1.387779e-17   
BMI_Class 2 Obesity                                 6.016365e-17   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                  -7.001250e-03   
GenHlth_Very good                                   4.027139e-02   
GenHlth_Good                                       -1.241598e-01   
GenHlth_Fair                                        5.797529e-02   
GenHlth_Poor                                        3.291438e-02   
MentHlth_0                                          6.850958e-02   
MentHlth_1-5                                       -7.227652e-02   
MentHlth_6-10                                      -5.442514e-03   
MentHlth_11-15                                     -2.075855e-04   
MentHlth_16-20                                     -2.710056e-03   
MentHlth_21-25                                     -5.302305e-04   
MentHlth_26-30                                      1.265733e-02   
PhysHlth_0                                          3.432592e-01   
PhysHlth_1-5                                       -3.407489e-01   
PhysHlth_6-10                                      -2.070875e-02   
PhysHlth_11-15                                     -2.493608e-03   
PhysHlth_16-20                                      3.293842e-03   
PhysHlth_21-25                                      2.181766e-03   
PhysHlth_26-30                                      1.521646e-02   
Education_Never attended school or only kinderg...  1.522417e-04   
Education_Elementary                                3.028186e-03   
Education_Some high school                          7.868641e-03   
Education_High school graduate                      8.367489e-02   
Education_Some college or technical school          9.452737e-03   
Education_College graduate                         -1.041767e-01   
Income_Less than $10,000                            1.247610e-02   
Income_$10,000-$14,999                              1.992235e-03   
Income_$15,000-$19,999                              9.119878e-03   
Income_$20,000-$24,999                             -9.951451e-03   
Income_$25,000-$34,999                              1.271949e-02   
Income_$35,000-$49,999                             -3.986603e-02   
Income_$50,000-$74,999                             -1.388017e-01   
Income_$75,000 or more                              1.523115e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            6.599098e-17   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           6.599098e-17   
Age_65+                                             0.000000e+00   

                                                             PC7  \
HighBP                                             -3.311944e-01   
HighChol                                           -2.561531e-01   
CholCheck                                          -1.634576e-02   
Smoker                                              6.780500e-01   
Stroke                                             -1.388819e-02   
HeartDiseaseorAttack                                3.069704e-03   
PhysActivity                                       -1.526589e-01   
Fruits                                              2.119775e-03   
Veggies                                             7.591140e-02   
HvyAlcoholConsump                                   4.935041e-03   
AnyHealthcare                                       2.008131e-03   
NoDocbcCost                                        -1.656865e-02   
DiffWalk                                            9.194463e-02   
BMI_Underweight                                    -5.551115e-17   
BMI_Healthy weight                                  1.387779e-17   
BMI_Overweight                                     -1.387779e-17   
BMI_Class 1 Obesity                                 2.081668e-17   
BMI_Class 2 Obesity                                -3.687127e-17   
BMI_Class 3 Obesity                                 1.387779e-17   
GenHlth_Excellent                                   1.212586e-02   
GenHlth_Very good                                  -1.225117e-01   
GenHlth_Good                                        1.290029e-01   
GenHlth_Fair                                       -8.769533e-02   
GenHlth_Poor                                        6.907825e-02   
MentHlth_0                                          3.726482e-02   
MentHlth_1-5                                       -5.429709e-02   
MentHlth_6-10                                      -6.509307e-03   
MentHlth_11-15                                      5.364240e-03   
MentHlth_16-20                                      2.264588e-04   
MentHlth_21-25                                      2.147843e-03   
MentHlth_26-30                                      1.580304e-02   
PhysHlth_0                                         -7.522535e-02   
PhysHlth_1-5                                       -1.260553e-02   
PhysHlth_6-10                                       3.904750e-03   
PhysHlth_11-15                                     -5.820519e-03   
PhysHlth_16-20                                     -1.385634e-02   
PhysHlth_21-25                                     -3.154452e-03   
PhysHlth_26-30                                      1.067574e-01   
Education_Never attended school or only kinderg... -4.241007e-04   
Education_Elementary                                5.076742e-03   
Education_Some high school                          2.411004e-02   
Education_High school graduate                     -9.563514e-03   
Education_Some college or technical school         -4.646903e-02   
Education_College graduate                          2.726986e-02   
Income_Less than $10,000                            1.075966e-02   
Income_$10,000-$14,999                              3.069841e-03   
Income_$15,000-$19,999                              9.652234e-03   
Income_$20,000-$24,999                              2.054594e-02   
Income_$25,000-$34,999                             -5.134139e-02   
Income_$35,000-$49,999                             -7.541198e-02   
Income_$50,000-$74,999                             -3.081158e-01   
Income_$75,000 or more                              3.908415e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            9.556876e-19   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           9.556876e-19   
Age_65+                                             0.000000e+00   

                                                             PC8  \
HighBP                                              1.257212e-01   
HighChol                                            2.174658e-01   
CholCheck                                           2.038120e-02   
Smoker                                              7.444580e-02   
Stroke                                             -2.055660e-02   
HeartDiseaseorAttack                               -3.958358e-02   
PhysActivity                                        2.308244e-01   
Fruits                                             -2.175707e-01   
Veggies                                            -6.840103e-02   
HvyAlcoholConsump                                   3.009940e-03   
AnyHealthcare                                       2.576793e-02   
NoDocbcCost                                        -5.600596e-02   
DiffWalk                                           -1.829828e-01   
BMI_Underweight                                    -5.551115e-17   
BMI_Healthy weight                                  5.551115e-17   
BMI_Overweight                                      0.000000e+00   
BMI_Class 1 Obesity                                 5.551115e-17   
BMI_Class 2 Obesity                                -2.395844e-16   
BMI_Class 3 Obesity                                 1.110223e-16   
GenHlth_Excellent                                  -5.795502e-02   
GenHlth_Very good                                   2.085942e-01   
GenHlth_Good                                       -6.887096e-02   
GenHlth_Fair                                        2.201836e-02   
GenHlth_Poor                                       -1.037866e-01   
MentHlth_0                                          2.974494e-01   
MentHlth_1-5                                       -1.031862e-01   
MentHlth_6-10                                      -3.976804e-02   
MentHlth_11-15                                     -1.743478e-02   
MentHlth_16-20                                     -1.282994e-02   
MentHlth_21-25                                     -4.984027e-03   
MentHlth_26-30                                     -1.192464e-01   
PhysHlth_0                                         -3.514045e-01   
PhysHlth_1-5                                        4.806074e-01   
PhysHlth_6-10                                       1.338122e-02   
PhysHlth_11-15                                      8.427617e-03   
PhysHlth_16-20                                     -8.643685e-03   
PhysHlth_21-25                                     -2.234511e-03   
PhysHlth_26-30                                     -1.401335e-01   
Education_Never attended school or only kinderg... -5.310297e-04   
Education_Elementary                               -1.661615e-02   
Education_Some high school                         -3.046607e-02   
Education_High school graduate                      2.290497e-01   
Education_Some college or technical school          9.548119e-02   
Education_College graduate                         -2.769176e-01   
Income_Less than $10,000                           -4.180548e-02   
Income_$10,000-$14,999                             -6.669935e-03   
Income_$15,000-$19,999                             -2.697510e-02   
Income_$20,000-$24,999                             -4.549648e-02   
Income_$25,000-$34,999                              5.096304e-03   
Income_$35,000-$49,999                              3.884929e-02   
Income_$50,000-$74,999                             -1.677588e-01   
Income_$75,000 or more                              2.447602e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                           -6.296116e-17   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                          -6.296116e-17   
Age_65+                                             0.000000e+00   

                                                             PC9  \
HighBP                                              1.245565e-01   
HighChol                                            2.976714e-02   
CholCheck                                          -3.146552e-03   
Smoker                                              5.757867e-02   
Stroke                                              3.216402e-03   
HeartDiseaseorAttack                                6.158538e-02   
PhysActivity                                       -2.224658e-01   
Fruits                                              3.410794e-02   
Veggies                                            -1.365606e-02   
HvyAlcoholConsump                                  -2.141899e-02   
AnyHealthcare                                      -1.107369e-02   
NoDocbcCost                                         3.077317e-02   
DiffWalk                                            9.998004e-02   
BMI_Underweight                                    -0.000000e+00   
BMI_Healthy weight                                 -1.942890e-16   
BMI_Overweight                                      4.857226e-17   
BMI_Class 1 Obesity                                -1.387779e-17   
BMI_Class 2 Obesity                                 8.448358e-17   
BMI_Class 3 Obesity                                -4.857226e-17   
GenHlth_Excellent                                   2.713298e-02   
GenHlth_Very good                                  -1.342495e-01   
GenHlth_Good                                       -3.898527e-03   
GenHlth_Fair                                        5.677416e-02   
GenHlth_Poor                                        5.424089e-02   
MentHlth_0                                          6.644312e-01   
MentHlth_1-5                                       -4.631332e-01   
MentHlth_6-10                                      -6.957820e-02   
MentHlth_11-15                                     -4.251346e-02   
MentHlth_16-20                                     -1.962604e-02   
MentHlth_21-25                                     -1.195703e-02   
MentHlth_26-30                                     -5.762322e-02   
PhysHlth_0                                         -1.077287e-01   
PhysHlth_1-5                                        4.041979e-02   
PhysHlth_6-10                                      -1.105416e-02   
PhysHlth_11-15                                     -9.808806e-03   
PhysHlth_16-20                                     -2.404914e-03   
PhysHlth_21-25                                     -1.975291e-04   
PhysHlth_26-30                                      9.077436e-02   
Education_Never attended school or only kinderg...  4.553053e-04   
Education_Elementary                                9.412625e-03   
Education_Some high school                          4.440756e-02   
Education_High school graduate                     -2.065997e-01   
Education_Some college or technical school         -1.203318e-01   
Education_College graduate                          2.726560e-01   
Income_Less than $10,000                            1.573605e-02   
Income_$10,000-$14,999                              8.990456e-03   
Income_$15,000-$19,999                             -4.956204e-03   
Income_$20,000-$24,999                             -3.216039e-03   
Income_$25,000-$34,999                              1.157389e-02   
Income_$35,000-$49,999                              5.180661e-03   
Income_$50,000-$74,999                              1.655000e-01   
Income_$75,000 or more                             -1.988088e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                            1.091627e-17   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                           1.091627e-17   
Age_65+                                            -0.000000e+00   

                                                            PC10  ...  \
HighBP                                             -1.573131e-01  ...   
HighChol                                            2.832976e-01  ...   
CholCheck                                          -1.508320e-02  ...   
Smoker                                              5.072236e-01  ...   
Stroke                                             -2.535533e-02  ...   
HeartDiseaseorAttack                               -1.568202e-02  ...   
PhysActivity                                        7.263216e-02  ...   
Fruits                                             -7.789202e-02  ...   
Veggies                                             7.593656e-02  ...   
HvyAlcoholConsump                                   1.981604e-02  ...   
AnyHealthcare                                       6.280252e-03  ...   
NoDocbcCost                                        -4.410628e-02  ...   
DiffWalk                                           -1.840160e-01  ...   
BMI_Underweight                                     8.326673e-17  ...   
BMI_Healthy weight                                 -2.385245e-18  ...   
BMI_Overweight                                      2.775558e-17  ...   
BMI_Class 1 Obesity                                -0.000000e+00  ...   
BMI_Class 2 Obesity                                -6.774732e-17  ...   
BMI_Class 3 Obesity                                 1.110223e-16  ...   
GenHlth_Excellent                                  -8.181100e-02  ...   
GenHlth_Very good                                   2.708063e-01  ...   
GenHlth_Good                                        1.933735e-02  ...   
GenHlth_Fair                                       -1.618670e-01  ...   
GenHlth_Poor                                       -4.646564e-02  ...   
MentHlth_0                                         -1.318839e-01  ...   
MentHlth_1-5                                        1.526412e-01  ...   
MentHlth_6-10                                       9.914671e-04  ...   
MentHlth_11-15                                     -1.126335e-02  ...   
MentHlth_16-20                                      4.753176e-03  ...   
MentHlth_21-25                                     -7.887249e-04  ...   
MentHlth_26-30                                     -1.444980e-02  ...   
PhysHlth_0                                         -2.970584e-03  ...   
PhysHlth_1-5                                        1.639185e-01  ...   
PhysHlth_6-10                                      -3.580788e-03  ...   
PhysHlth_11-15                                     -1.470513e-02  ...   
PhysHlth_16-20                                     -1.112865e-02  ...   
PhysHlth_21-25                                     -4.293338e-03  ...   
PhysHlth_26-30                                     -1.272401e-01  ...   
Education_Never attended school or only kinderg... -3.919462e-04  ...   
Education_Elementary                               -1.076279e-04  ...   
Education_Some high school                          4.042869e-03  ...   
Education_High school graduate                     -1.137009e-01  ...   
Education_Some college or technical school         -1.080311e-01  ...   
Education_College graduate                          2.181888e-01  ...   
Income_Less than $10,000                           -2.247982e-02  ...   
Income_$10,000-$14,999                             -3.759754e-02  ...   
Income_$15,000-$19,999                             -1.924562e-02  ...   
Income_$20,000-$24,999                             -1.090575e-02  ...   
Income_$25,000-$34,999                             -3.829077e-02  ...   
Income_$35,000-$49,999                             -8.367675e-03  ...   
Income_$50,000-$74,999                              4.586132e-01  ...   
Income_$75,000 or more                             -3.217260e-01  ...   
Sex_Female                                         -0.000000e+00  ...   
Sex_Male                                           -2.641422e-17  ...   
Age_18-29                                          -0.000000e+00  ...   
Age_30-49                                          -0.000000e+00  ...   
Age_50-64                                          -2.641422e-17  ...   
Age_65+                                            -0.000000e+00  ...   

                                                            PC49  PC50  PC51  \
HighBP                                              0.000000e+00   0.0  -0.0   
HighChol                                            2.762348e-29   0.0  -0.0   
CholCheck                                          -2.077072e-29   0.0  -0.0   
Smoker                                              2.040493e-29   0.0  -0.0   
Stroke                                              1.691718e-29   0.0  -0.0   
HeartDiseaseorAttack                                3.484403e-29   0.0  -0.0   
PhysActivity                                       -3.764122e-29   0.0  -0.0   
Fruits                                              3.766449e-28   0.0  -0.0   
Veggies                                            -1.227149e-28   0.0  -0.0   
HvyAlcoholConsump                                   2.871041e-29   0.0  -0.0   
AnyHealthcare                                      -1.169356e-30   0.0  -0.0   
NoDocbcCost                                        -8.216924e-29   0.0  -0.0   
DiffWalk                                            2.846667e-30   0.0  -0.0   
BMI_Underweight                                     7.047467e-14   0.0  -0.0   
BMI_Healthy weight                                 -2.547456e-14   0.0  -0.0   
BMI_Overweight                                     -9.285867e-14   0.0  -0.0   
BMI_Class 1 Obesity                                -7.624082e-14   0.0  -0.0   
BMI_Class 2 Obesity                                 9.070327e-14   0.0  -0.0   
BMI_Class 3 Obesity                                 8.184473e-15   0.0  -0.0   
GenHlth_Excellent                                  -1.992976e-14   0.0  -0.0   
GenHlth_Very good                                  -1.992976e-14   0.0  -0.0   
GenHlth_Good                                       -1.992976e-14   0.0  -0.0   
GenHlth_Fair                                       -1.992976e-14   0.0  -0.0   
GenHlth_Poor                                       -1.992976e-14   0.0  -0.0   
MentHlth_0                                         -2.416001e-14   0.0  -0.0   
MentHlth_1-5                                       -2.416001e-14   0.0  -0.0   
MentHlth_6-10                                      -2.416001e-14   0.0  -0.0   
MentHlth_11-15                                     -2.416001e-14   0.0  -0.0   
MentHlth_16-20                                     -2.416001e-14   0.0  -0.0   
MentHlth_21-25                                     -2.416001e-14   0.0  -0.0   
MentHlth_26-30                                     -2.416001e-14   0.0  -0.0   
PhysHlth_0                                          6.243647e-14   0.0  -0.0   
PhysHlth_1-5                                        6.243647e-14   0.0  -0.0   
PhysHlth_6-10                                       6.243647e-14   0.0  -0.0   
PhysHlth_11-15                                      6.243647e-14   0.0  -0.0   
PhysHlth_16-20                                      6.243647e-14   0.0  -0.0   
PhysHlth_21-25                                      6.243647e-14   0.0  -0.0   
PhysHlth_26-30                                      6.243647e-14   0.0  -0.0   
Education_Never attended school or only kinderg... -9.689404e-14   0.0  -0.0   
Education_Elementary                               -9.689404e-14   0.0  -0.0   
Education_Some high school                         -9.689404e-14   0.0  -0.0   
Education_High school graduate                     -9.689404e-14   0.0  -0.0   
Education_Some college or technical school         -9.689404e-14   0.0  -0.0   
Education_College graduate                         -9.689404e-14   0.0  -0.0   
Income_Less than $10,000                            2.324737e-14   0.0  -0.0   
Income_$10,000-$14,999                              2.324737e-14   0.0  -0.0   
Income_$15,000-$19,999                              2.324737e-14   0.0  -0.0   
Income_$20,000-$24,999                              2.324737e-14   0.0  -0.0   
Income_$25,000-$34,999                              2.324737e-14   0.0  -0.0   
Income_$35,000-$49,999                              2.324737e-14   0.0  -0.0   
Income_$50,000-$74,999                              2.324737e-14   0.0  -0.0   
Income_$75,000 or more                              2.324737e-14   0.0  -0.0   
Sex_Female                                          1.000000e+00   0.0  -0.0   
Sex_Male                                            3.865449e-08   0.0  -0.0   
Age_18-29                                          -2.220446e-16   0.0  -0.0   
Age_30-49                                           0.000000e+00   0.0   1.0   
Age_50-64                                          -3.865588e-08   0.0  -0.0   
Age_65+                                             0.000000e+00   1.0  -0.0   

                                                            PC52  \
HighBP                                              0.000000e+00   
HighChol                                            1.003687e-44   
CholCheck                                          -5.638637e-45   
Smoker                                              4.577664e-45   
Stroke                                             -7.886891e-46   
HeartDiseaseorAttack                                1.081634e-44   
PhysActivity                                       -8.070515e-45   
Fruits                                              8.267232e-44   
Veggies                                            -2.621142e-44   
HvyAlcoholConsump                                   1.091635e-44   
AnyHealthcare                                       2.497529e-46   
NoDocbcCost                                        -1.806019e-44   
DiffWalk                                           -1.752936e-45   
BMI_Underweight                                     1.570328e-29   
BMI_Healthy weight                                 -5.676336e-30   
BMI_Overweight                                     -2.069116e-29   
BMI_Class 1 Obesity                                -1.698825e-29   
BMI_Class 2 Obesity                                 2.021076e-29   
BMI_Class 3 Obesity                                 1.823747e-30   
GenHlth_Excellent                                  -4.440786e-30   
GenHlth_Very good                                  -4.440786e-30   
GenHlth_Good                                       -4.440786e-30   
GenHlth_Fair                                       -4.440786e-30   
GenHlth_Poor                                       -4.440786e-30   
MentHlth_0                                         -5.383391e-30   
MentHlth_1-5                                       -5.383391e-30   
MentHlth_6-10                                      -5.383391e-30   
MentHlth_11-15                                     -5.383391e-30   
MentHlth_16-20                                     -5.383391e-30   
MentHlth_21-25                                     -5.383391e-30   
MentHlth_26-30                                     -5.383391e-30   
PhysHlth_0                                          1.391224e-29   
PhysHlth_1-5                                        1.391224e-29   
PhysHlth_6-10                                       1.391224e-29   
PhysHlth_11-15                                      1.391224e-29   
PhysHlth_16-20                                      1.391224e-29   
PhysHlth_21-25                                      1.391224e-29   
PhysHlth_26-30                                      1.391224e-29   
Education_Never attended school or only kinderg... -2.159015e-29   
Education_Elementary                               -2.159015e-29   
Education_Some high school                         -2.159015e-29   
Education_High school graduate                     -2.159015e-29   
Education_Some college or technical school         -2.159015e-29   
Education_College graduate                         -2.159015e-29   
Income_Less than $10,000                            5.180046e-30   
Income_$10,000-$14,999                              5.180046e-30   
Income_$15,000-$19,999                              5.180046e-30   
Income_$20,000-$24,999                              5.180046e-30   
Income_$25,000-$34,999                              5.180046e-30   
Income_$35,000-$49,999                              5.180046e-30   
Income_$50,000-$74,999                              5.180046e-30   
Income_$75,000 or more                              5.180046e-30   
Sex_Female                                          2.157546e-37   
Sex_Male                                            8.613119e-24   
Age_18-29                                           1.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                          -8.613430e-24   
Age_65+                                             0.000000e+00   

                                                            PC53  \
HighBP                                             -0.000000e+00   
HighChol                                           -3.313345e-17   
CholCheck                                           2.380515e-16   
Smoker                                             -3.028435e-17   
Stroke                                              2.506898e-16   
HeartDiseaseorAttack                                2.251089e-17   
PhysActivity                                        1.870670e-17   
Fruits                                              1.189800e-17   
Veggies                                            -1.423536e-16   
HvyAlcoholConsump                                  -1.767219e-16   
AnyHealthcare                                      -4.547755e-17   
NoDocbcCost                                        -1.735500e-16   
DiffWalk                                           -8.324979e-17   
BMI_Underweight                                     3.679722e-01   
BMI_Healthy weight                                 -1.378124e-01   
BMI_Overweight                                      9.905980e-02   
BMI_Class 1 Obesity                                 3.403134e-02   
BMI_Class 2 Obesity                                 2.091064e-01   
BMI_Class 3 Obesity                                -6.564894e-02   
GenHlth_Excellent                                  -1.135328e-01   
GenHlth_Very good                                  -1.135328e-01   
GenHlth_Good                                       -1.135328e-01   
GenHlth_Fair                                       -1.135328e-01   
GenHlth_Poor                                       -1.135328e-01   
MentHlth_0                                         -6.947089e-02   
MentHlth_1-5                                       -6.947089e-02   
MentHlth_6-10                                      -6.947089e-02   
MentHlth_11-15                                     -6.947089e-02   
MentHlth_16-20                                     -6.947089e-02   
MentHlth_21-25                                     -6.947089e-02   
MentHlth_26-30                                     -6.947089e-02   
PhysHlth_0                                          3.384094e-02   
PhysHlth_1-5                                        3.384094e-02   
PhysHlth_6-10                                       3.384094e-02   
PhysHlth_11-15                                      3.384094e-02   
PhysHlth_16-20                                      3.384094e-02   
PhysHlth_21-25                                      3.384094e-02   
PhysHlth_26-30                                      3.384094e-02   
Education_Never attended school or only kinderg... -2.129265e-01   
Education_Elementary                               -2.129265e-01   
Education_Some high school                         -2.129265e-01   
Education_High school graduate                     -2.129265e-01   
Education_Some college or technical school         -2.129265e-01   
Education_College graduate                         -2.129265e-01   
Income_Less than $10,000                            2.073935e-01   
Income_$10,000-$14,999                              2.073935e-01   
Income_$15,000-$19,999                              2.073935e-01   
Income_$20,000-$24,999                              2.073935e-01   
Income_$25,000-$34,999                              2.073935e-01   
Income_$35,000-$49,999                              2.073935e-01   
Income_$50,000-$74,999                              2.073935e-01   
Income_$75,000 or more                              2.073935e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                            1.792026e-01   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                           1.792022e-01   
Age_65+                                            -0.000000e+00   

                                                            PC54  \
HighBP                                             -0.000000e+00   
HighChol                                            4.141682e-17   
CholCheck                                           3.643969e-17   
Smoker                                              2.628851e-17   
Stroke                                              1.612831e-16   
HeartDiseaseorAttack                               -1.146235e-16   
PhysActivity                                       -2.236528e-17   
Fruits                                             -1.843151e-17   
Veggies                                             1.595431e-17   
HvyAlcoholConsump                                  -4.481451e-17   
AnyHealthcare                                      -1.560542e-16   
NoDocbcCost                                         4.969025e-17   
DiffWalk                                            1.135851e-16   
BMI_Underweight                                     5.009730e-01   
BMI_Healthy weight                                  1.092093e-02   
BMI_Overweight                                     -3.653080e-01   
BMI_Class 1 Obesity                                -2.729554e-01   
BMI_Class 2 Obesity                                 8.830450e-02   
BMI_Class 3 Obesity                                 1.776661e-01   
GenHlth_Excellent                                   1.091648e-01   
GenHlth_Very good                                   1.091648e-01   
GenHlth_Good                                        1.091648e-01   
GenHlth_Fair                                        1.091648e-01   
GenHlth_Poor                                        1.091648e-01   
MentHlth_0                                         -2.285014e-01   
MentHlth_1-5                                       -2.285014e-01   
MentHlth_6-10                                      -2.285014e-01   
MentHlth_11-15                                     -2.285014e-01   
MentHlth_16-20                                     -2.285014e-01   
MentHlth_21-25                                     -2.285014e-01   
MentHlth_26-30                                     -2.285014e-01   
PhysHlth_0                                         -5.465217e-02   
PhysHlth_1-5                                       -5.465217e-02   
PhysHlth_6-10                                      -5.465217e-02   
PhysHlth_11-15                                     -5.465217e-02   
PhysHlth_16-20                                     -5.465217e-02   
PhysHlth_21-25                                     -5.465217e-02   
PhysHlth_26-30                                     -5.465217e-02   
Education_Never attended school or only kinderg...  4.223772e-02   
Education_Elementary                                4.223772e-02   
Education_Some high school                          4.223772e-02   
Education_High school graduate                      4.223772e-02   
Education_Some college or technical school          4.223772e-02   
Education_College graduate                          4.223772e-02   
Income_Less than $10,000                           -7.485491e-02   
Income_$10,000-$14,999                             -7.485491e-02   
Income_$15,000-$19,999                             -7.485491e-02   
Income_$20,000-$24,999                             -7.485491e-02   
Income_$25,000-$34,999                             -7.485491e-02   
Income_$35,000-$49,999                             -7.485491e-02   
Income_$50,000-$74,999                             -7.485491e-02   
Income_$75,000 or more                             -7.485491e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -6.171846e-03   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -6.169952e-03   
Age_65+                                            -0.000000e+00   

                                                            PC55  \
HighBP                                              0.000000e+00   
HighChol                                           -3.451401e-17   
CholCheck                                           2.957275e-16   
Smoker                                             -4.066894e-18   
Stroke                                             -8.219885e-16   
HeartDiseaseorAttack                               -6.252859e-18   
PhysActivity                                        1.437416e-16   
Fruits                                             -2.146183e-16   
Veggies                                             3.947976e-17   
HvyAlcoholConsump                                  -4.557006e-16   
AnyHealthcare                                      -2.786413e-16   
NoDocbcCost                                         1.822204e-16   
DiffWalk                                           -1.409848e-17   
BMI_Underweight                                    -4.339120e-01   
BMI_Healthy weight                                 -4.500712e-01   
BMI_Overweight                                      3.794482e-01   
BMI_Class 1 Obesity                                -2.152041e-01   
BMI_Class 2 Obesity                                 4.592556e-01   
BMI_Class 3 Obesity                                 4.659266e-02   
GenHlth_Excellent                                   8.807265e-02   
GenHlth_Very good                                   8.807265e-02   
GenHlth_Good                                        8.807265e-02   
GenHlth_Fair                                        8.807265e-02   
GenHlth_Poor                                        8.807265e-02   
MentHlth_0                                         -1.116474e-01   
MentHlth_1-5                                       -1.116474e-01   
MentHlth_6-10                                      -1.116474e-01   
MentHlth_11-15                                     -1.116474e-01   
MentHlth_16-20                                     -1.116474e-01   
MentHlth_21-25                                     -1.116474e-01   
MentHlth_26-30                                     -1.116474e-01   
PhysHlth_0                                         -9.448184e-02   
PhysHlth_1-5                                       -9.448184e-02   
PhysHlth_6-10                                      -9.448184e-02   
PhysHlth_11-15                                     -9.448184e-02   
PhysHlth_16-20                                     -9.448184e-02   
PhysHlth_21-25                                     -9.448184e-02   
PhysHlth_26-30                                     -9.448184e-02   
Education_Never attended school or only kinderg...  2.810877e-02   
Education_Elementary                                2.810877e-02   
Education_Some high school                          2.810877e-02   
Education_High school graduate                      2.810877e-02   
Education_Some college or technical school          2.810877e-02   
Education_College graduate                          2.810877e-02   
Income_Less than $10,000                            2.881412e-02   
Income_$10,000-$14,999                              2.881412e-02   
Income_$15,000-$19,999                              2.881412e-02   
Income_$20,000-$24,999                              2.881412e-02   
Income_$25,000-$34,999                              2.881412e-02   
Income_$35,000-$49,999                              2.881412e-02   
Income_$50,000-$74,999                              2.881412e-02   
Income_$75,000 or more                              2.881412e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                           -5.415593e-02   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                          -5.415496e-02   
Age_65+                                             0.000000e+00   

                                                            PC56  \
HighBP                                             -3.430502e-16   
HighChol                                            2.444635e-16   
CholCheck                                           5.676862e-16   
Smoker                                             -2.246603e-16   
Stroke                                             -6.435925e-16   
HeartDiseaseorAttack                               -2.622786e-17   
PhysActivity                                       -1.268154e-16   
Fruits                                             -2.730118e-16   
Veggies                                             4.386889e-16   
HvyAlcoholConsump                                  -5.307411e-16   
AnyHealthcare                                       3.358575e-17   
NoDocbcCost                                         1.772958e-16   
DiffWalk                                            1.119205e-16   
BMI_Underweight                                     1.845613e-01   
BMI_Healthy weight                                 -1.222059e-01   
BMI_Overweight                                      6.313605e-02   
BMI_Class 1 Obesity                                 7.811867e-02   
BMI_Class 2 Obesity                                -1.482784e-02   
BMI_Class 3 Obesity                                -2.467289e-02   
GenHlth_Excellent                                   3.182570e-01   
GenHlth_Very good                                   3.182570e-01   
GenHlth_Good                                        3.182570e-01   
GenHlth_Fair                                        3.182570e-01   
GenHlth_Poor                                        3.182570e-01   
MentHlth_0                                          6.173353e-02   
MentHlth_1-5                                        6.173353e-02   
MentHlth_6-10                                       6.173353e-02   
MentHlth_11-15                                      6.173353e-02   
MentHlth_16-20                                      6.173353e-02   
MentHlth_21-25                                      6.173353e-02   
MentHlth_26-30                                      6.173353e-02   
PhysHlth_0                                          1.719322e-01   
PhysHlth_1-5                                        1.719322e-01   
PhysHlth_6-10                                       1.719322e-01   
PhysHlth_11-15                                      1.719322e-01   
PhysHlth_16-20                                      1.719322e-01   
PhysHlth_21-25                                      1.719322e-01   
PhysHlth_26-30                                      1.719322e-01   
Education_Never attended school or only kinderg...  1.059760e-01   
Education_Elementary                                1.059760e-01   
Education_Some high school                          1.059760e-01   
Education_High school graduate                      1.059760e-01   
Education_Some college or technical school          1.059760e-01   
Education_College graduate                          1.059760e-01   
Income_Less than $10,000                            1.287715e-01   
Income_$10,000-$14,999                              1.287715e-01   
Income_$15,000-$19,999                              1.287715e-01   
Income_$20,000-$24,999                              1.287715e-01   
Income_$25,000-$34,999                              1.287715e-01   
Income_$35,000-$49,999                              1.287715e-01   
Income_$50,000-$74,999                              1.287715e-01   
Income_$75,000 or more                              1.287715e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                           -1.372432e-03   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                          -1.372432e-03   
Age_65+                                             0.000000e+00   

                                                            PC57          PC58  
HighBP                                             -0.000000e+00 -0.000000e+00  
HighChol                                            1.435783e-16 -2.692093e-17  
CholCheck                                          -4.477963e-16  7.878968e-17  
Smoker                                              3.374381e-17 -1.774191e-17  
Stroke                                             -1.097783e-15  4.755083e-16  
HeartDiseaseorAttack                                4.186020e-17  2.733810e-17  
PhysActivity                                        8.619213e-17 -6.602131e-17  
Fruits                                             -1.618203e-16  1.703548e-16  
Veggies                                             1.044892e-17 -4.340961e-17  
HvyAlcoholConsump                                  -2.808476e-16  7.290527e-17  
AnyHealthcare                                      -4.840166e-16 -1.533144e-16  
NoDocbcCost                                        -1.954110e-16 -2.365563e-17  
DiffWalk                                            3.044384e-16 -1.701951e-17  
BMI_Underweight                                     7.488557e-02  1.712381e-01  
BMI_Healthy weight                                  2.572596e-01 -4.573415e-01  
BMI_Overweight                                      1.247395e-01  2.511383e-01  
BMI_Class 1 Obesity                                -7.192315e-02 -2.165058e-01  
BMI_Class 2 Obesity                                 4.803944e-01 -4.740534e-01  
BMI_Class 3 Obesity                                 3.704665e-01  6.193596e-01  
GenHlth_Excellent                                  -1.798583e-01 -5.921527e-02  
GenHlth_Very good                                  -1.798583e-01 -5.921527e-02  
GenHlth_Good                                       -1.798583e-01 -5.921527e-02  
GenHlth_Fair                                       -1.798583e-01 -5.921527e-02  
GenHlth_Poor                                       -1.798583e-01 -5.921527e-02  
MentHlth_0                                          3.356957e-03  5.316754e-02  
MentHlth_1-5                                        3.356957e-03  5.316754e-02  
MentHlth_6-10                                       3.356957e-03  5.316754e-02  
MentHlth_11-15                                      3.356957e-03  5.316754e-02  
MentHlth_16-20                                      3.356957e-03  5.316754e-02  
MentHlth_21-25                                      3.356957e-03  5.316754e-02  
MentHlth_26-30                                      3.356957e-03  5.316754e-02  
PhysHlth_0                                          1.559085e-01  1.702775e-02  
PhysHlth_1-5                                        1.559085e-01  1.702775e-02  
PhysHlth_6-10                                       1.559085e-01  1.702775e-02  
PhysHlth_11-15                                      1.559085e-01  1.702775e-02  
PhysHlth_16-20                                      1.559085e-01  1.702775e-02  
PhysHlth_21-25                                      1.559085e-01  1.702775e-02  
PhysHlth_26-30                                      1.559085e-01  1.702775e-02  
Education_Never attended school or only kinderg...  1.854505e-01 -1.363235e-02  
Education_Elementary                                1.854505e-01 -1.363235e-02  
Education_Some high school                          1.854505e-01 -1.363235e-02  
Education_High school graduate                      1.854505e-01 -1.363235e-02  
Education_Some college or technical school          1.854505e-01 -1.363235e-02  
Education_College graduate                          1.854505e-01 -1.363235e-02  
Income_Less than $10,000                            1.053189e-02 -1.822752e-02  
Income_$10,000-$14,999                              1.053189e-02 -1.822752e-02  
Income_$15,000-$19,999                              1.053189e-02 -1.822752e-02  
Income_$20,000-$24,999                              1.053189e-02 -1.822752e-02  
Income_$25,000-$34,999                              1.053189e-02 -1.822752e-02  
Income_$35,000-$49,999                              1.053189e-02 -1.822752e-02  
Income_$50,000-$74,999                              1.053189e-02 -1.822752e-02  
Income_$75,000 or more                              1.053189e-02 -1.822752e-02  
Sex_Female                                         -0.000000e+00 -0.000000e+00  
Sex_Male                                            1.090031e-02 -7.608324e-03  
Age_18-29                                          -0.000000e+00 -0.000000e+00  
Age_30-49                                          -0.000000e+00 -0.000000e+00  
Age_50-64                                           1.090040e-02 -7.608363e-03  
Age_65+                                            -0.000000e+00 -0.000000e+00  

[58 rows x 58 columns]

PCA Results for Subset_33:
        PC1       PC2       PC3       PC4       PC5       PC6       PC7  \
0  0.946141 -0.204898 -0.554771  0.667212 -0.624756  0.067208 -0.235302   
1 -0.252035  0.287649  0.628564 -0.626214  0.502403 -0.871772  0.103043   
2 -1.602065  0.546621 -0.268613 -0.137659 -0.307309 -0.145192 -0.058343   
3 -0.035386  1.155170  0.328685 -0.443224 -0.155794 -1.588925  0.636808   
4 -0.882359 -0.434946 -0.201672 -0.419713  0.450168  0.865765 -0.069685   

        PC8       PC9      PC10  ...  PC49  PC50  PC51  PC52          PC53  \
0  0.447768 -0.328349 -0.545789  ...   0.0   0.0   0.0   0.0 -5.551115e-17   
1  0.355254 -0.993452 -0.577974  ...   0.0   0.0   0.0   0.0  1.665335e-16   
2  0.511643 -0.122257  0.222535  ...   0.0   0.0   0.0   0.0  3.885781e-16   
3 -0.310248 -0.586537 -0.118959  ...   0.0   0.0   0.0   0.0  5.551115e-17   
4 -0.381319 -0.419157  0.106474  ...   0.0   0.0   0.0   0.0 -5.551115e-17   

           PC54          PC55          PC56          PC57          PC58  
0  0.000000e+00  3.330669e-16  1.110223e-16  2.220446e-16 -1.110223e-16  
1 -1.665335e-16 -5.551115e-17 -5.551115e-16  0.000000e+00  2.220446e-16  
2  9.714451e-16 -1.665335e-16 -8.881784e-16 -1.665335e-15  2.220446e-16  
3  1.110223e-16  1.110223e-16  6.661338e-16  4.440892e-16  0.000000e+00  
4 -8.326673e-17 -5.551115e-16  0.000000e+00  0.000000e+00  2.220446e-16  

[5 rows x 58 columns]
No description has been provided for this image
For Subset_33, retain 25 components to explain 90% of the variance.


Explained Variance for Subset_34:
[1.21035986e-01 6.44473966e-02 6.01464496e-02 5.73183109e-02
 4.88380229e-02 4.82749044e-02 4.54321570e-02 4.30479794e-02
 3.98041707e-02 3.56821056e-02 3.46548443e-02 3.32713670e-02
 3.14626252e-02 2.84671053e-02 2.52873527e-02 2.41863105e-02
 2.26990155e-02 1.94631098e-02 1.83166447e-02 1.71350972e-02
 1.58249691e-02 1.56379198e-02 1.46586083e-02 1.37072067e-02
 1.35810806e-02 1.33449549e-02 1.17659461e-02 1.08318798e-02
 9.77426104e-03 9.23825230e-03 8.55388899e-03 7.32856339e-03
 7.00909541e-03 5.87305803e-03 5.11096259e-03 4.71203262e-03
 4.62310878e-03 3.91456798e-03 3.42632975e-03 1.88179101e-03
 2.30567668e-04 1.34674028e-17 1.16144515e-17 7.39356110e-18
 3.16003381e-18 1.68145293e-18 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00]

Cumulative Variance for Subset_34:
[0.12103599 0.18548338 0.24562983 0.30294814 0.35178617 0.40006107
 0.44549323 0.48854121 0.52834538 0.56402748 0.59868233 0.63195369
 0.66341632 0.69188342 0.71717078 0.74135709 0.7640561  0.78351921
 0.80183586 0.81897096 0.83479592 0.85043384 0.86509245 0.87879966
 0.89238074 0.90572569 0.91749164 0.92832352 0.93809778 0.94733603
 0.95588992 0.96321849 0.97022758 0.97610064 0.9812116  0.98592363
 0.99054674 0.99446131 0.99788764 0.99976943 1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.        ]

Loadings for Subset_34:
                                                             PC1  \
HighBP                                              1.703285e-01   
HighChol                                            1.765794e-01   
CholCheck                                           7.100568e-03   
Smoker                                              1.833514e-01   
Stroke                                              5.595836e-02   
HeartDiseaseorAttack                                1.059662e-01   
PhysActivity                                       -2.123848e-01   
Fruits                                             -1.267058e-01   
Veggies                                            -1.011398e-01   
HvyAlcoholConsump                                  -6.899533e-03   
AnyHealthcare                                      -2.499584e-02   
NoDocbcCost                                         1.303023e-01   
DiffWalk                                            4.074855e-01   
BMI_Underweight                                    -0.000000e+00   
BMI_Healthy weight                                  2.584939e-26   
BMI_Overweight                                      1.292470e-26   
BMI_Class 1 Obesity                                -2.423381e-27   
BMI_Class 2 Obesity                                 3.953778e-17   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                  -3.896261e-02   
GenHlth_Very good                                  -2.426553e-01   
GenHlth_Good                                       -1.149274e-01   
GenHlth_Fair                                        2.421793e-01   
GenHlth_Poor                                        1.543660e-01   
MentHlth_0                                         -3.178729e-01   
MentHlth_1-5                                        5.267945e-02   
MentHlth_6-10                                       4.964175e-02   
MentHlth_11-15                                      4.052123e-02   
MentHlth_16-20                                      3.050058e-02   
MentHlth_21-25                                      1.114864e-02   
MentHlth_26-30                                      1.333812e-01   
PhysHlth_0                                         -3.917633e-01   
PhysHlth_1-5                                        2.053063e-02   
PhysHlth_6-10                                       4.006874e-02   
PhysHlth_11-15                                      5.845307e-02   
PhysHlth_16-20                                      3.310132e-02   
PhysHlth_21-25                                      2.135600e-02   
PhysHlth_26-30                                      2.182536e-01   
Education_Never attended school or only kinderg...  1.323968e-03   
Education_Elementary                                2.443612e-02   
Education_Some high school                          5.075510e-02   
Education_High school graduate                      1.266894e-01   
Education_Some college or technical school          2.328726e-02   
Education_College graduate                         -2.264918e-01   
Income_Less than $10,000                            8.876184e-02   
Income_$10,000-$14,999                              8.315607e-02   
Income_$15,000-$19,999                              6.821037e-02   
Income_$20,000-$24,999                              5.815016e-02   
Income_$25,000-$34,999                              1.992114e-02   
Income_$35,000-$49,999                             -3.205058e-02   
Income_$50,000-$74,999                             -7.426742e-02   
Income_$75,000 or more                             -2.118816e-01   
Sex_Female                                          3.953778e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                           3.953778e-17   
Age_65+                                            -0.000000e+00   

                                                             PC2  \
HighBP                                             -9.585532e-03   
HighChol                                           -8.194635e-02   
CholCheck                                          -7.872504e-03   
Smoker                                              1.293311e-01   
Stroke                                             -3.240088e-04   
HeartDiseaseorAttack                                2.411943e-03   
PhysActivity                                       -2.016565e-01   
Fruits                                             -2.018526e-01   
Veggies                                            -1.555840e-01   
HvyAlcoholConsump                                   9.852360e-05   
AnyHealthcare                                      -4.161721e-02   
NoDocbcCost                                         3.398147e-03   
DiffWalk                                            9.843103e-03   
BMI_Underweight                                     6.938894e-18   
BMI_Healthy weight                                  1.387779e-17   
BMI_Overweight                                     -3.469447e-18   
BMI_Class 1 Obesity                                -0.000000e+00   
BMI_Class 2 Obesity                                -1.382557e-16   
BMI_Class 3 Obesity                                 5.421011e-20   
GenHlth_Excellent                                   2.541067e-02   
GenHlth_Very good                                   1.117108e-01   
GenHlth_Good                                       -2.126645e-01   
GenHlth_Fair                                        4.218458e-02   
GenHlth_Poor                                        3.335849e-02   
MentHlth_0                                          4.262186e-01   
MentHlth_1-5                                       -3.531537e-01   
MentHlth_6-10                                      -4.465945e-02   
MentHlth_11-15                                     -8.417636e-03   
MentHlth_16-20                                     -6.774124e-03   
MentHlth_21-25                                     -1.104608e-03   
MentHlth_26-30                                     -1.210909e-02   
PhysHlth_0                                          3.275856e-01   
PhysHlth_1-5                                       -3.093985e-01   
PhysHlth_6-10                                      -4.174295e-02   
PhysHlth_11-15                                     -2.294972e-03   
PhysHlth_16-20                                     -1.040490e-02   
PhysHlth_21-25                                     -3.536702e-03   
PhysHlth_26-30                                      3.979240e-02   
Education_Never attended school or only kinderg... -3.587736e-04   
Education_Elementary                                4.391584e-03   
Education_Some high school                          2.180782e-02   
Education_High school graduate                      3.077949e-01   
Education_Some college or technical school          6.056670e-02   
Education_College graduate                         -3.942022e-01   
Income_Less than $10,000                            3.176808e-02   
Income_$10,000-$14,999                              2.504790e-02   
Income_$15,000-$19,999                              3.324489e-02   
Income_$20,000-$24,999                              2.609913e-02   
Income_$25,000-$34,999                              3.389060e-02   
Income_$35,000-$49,999                              2.889708e-02   
Income_$50,000-$74,999                              2.323706e-03   
Income_$75,000 or more                             -1.812714e-01   
Sex_Female                                         -1.385902e-16   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -1.385902e-16   
Age_65+                                            -0.000000e+00   

                                                             PC3  \
HighBP                                              1.130935e-01   
HighChol                                            1.730168e-01   
CholCheck                                          -2.274380e-03   
Smoker                                             -1.641456e-02   
Stroke                                             -1.440333e-02   
HeartDiseaseorAttack                               -1.638507e-02   
PhysActivity                                       -9.954134e-02   
Fruits                                             -1.810773e-01   
Veggies                                            -1.506112e-01   
HvyAlcoholConsump                                   2.871332e-03   
AnyHealthcare                                      -1.630987e-02   
NoDocbcCost                                        -1.259794e-02   
DiffWalk                                           -5.485927e-02   
BMI_Underweight                                    -0.000000e+00   
BMI_Healthy weight                                 -0.000000e+00   
BMI_Overweight                                     -1.734723e-18   
BMI_Class 1 Obesity                                -0.000000e+00   
BMI_Class 2 Obesity                                -3.726147e-19   
BMI_Class 3 Obesity                                 5.421011e-20   
GenHlth_Excellent                                  -2.304274e-02   
GenHlth_Very good                                  -4.227573e-01   
GenHlth_Good                                        7.167168e-01   
GenHlth_Fair                                       -2.098925e-01   
GenHlth_Poor                                       -6.102424e-02   
MentHlth_0                                          6.784939e-02   
MentHlth_1-5                                       -6.588288e-03   
MentHlth_6-10                                       1.035966e-03   
MentHlth_11-15                                     -7.103797e-03   
MentHlth_16-20                                     -5.773195e-03   
MentHlth_21-25                                     -1.673186e-03   
MentHlth_26-30                                     -4.774689e-02   
PhysHlth_0                                          1.008948e-01   
PhysHlth_1-5                                        2.899522e-02   
PhysHlth_6-10                                      -5.572310e-03   
PhysHlth_11-15                                     -5.077736e-03   
PhysHlth_16-20                                     -2.033485e-02   
PhysHlth_21-25                                     -8.580071e-03   
PhysHlth_26-30                                     -9.032500e-02   
Education_Never attended school or only kinderg... -1.086056e-03   
Education_Elementary                               -5.495850e-03   
Education_Some high school                         -3.780329e-03   
Education_High school graduate                      2.578181e-01   
Education_Some college or technical school         -2.101719e-01   
Education_College graduate                         -3.728404e-02   
Income_Less than $10,000                           -2.505284e-02   
Income_$10,000-$14,999                             -8.572141e-03   
Income_$15,000-$19,999                              2.410906e-02   
Income_$20,000-$24,999                              7.705991e-03   
Income_$25,000-$34,999                              1.985212e-02   
Income_$35,000-$49,999                              3.986992e-02   
Income_$50,000-$74,999                              1.083339e-02   
Income_$75,000 or more                             -6.874551e-02   
Sex_Female                                         -2.199235e-19   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -2.199235e-19   
Age_65+                                            -0.000000e+00   

                                                             PC4  \
HighBP                                             -1.425677e-02   
HighChol                                           -1.093047e-01   
CholCheck                                          -5.396733e-03   
Smoker                                              3.081330e-02   
Stroke                                             -7.654631e-03   
HeartDiseaseorAttack                               -2.038239e-02   
PhysActivity                                        8.203622e-02   
Fruits                                             -4.143825e-02   
Veggies                                             2.758706e-02   
HvyAlcoholConsump                                  -1.621667e-03   
AnyHealthcare                                      -8.937444e-04   
NoDocbcCost                                         1.659256e-02   
DiffWalk                                           -7.945411e-02   
BMI_Underweight                                    -0.000000e+00   
BMI_Healthy weight                                  5.551115e-17   
BMI_Overweight                                     -0.000000e+00   
BMI_Class 1 Obesity                                -0.000000e+00   
BMI_Class 2 Obesity                                 3.376632e-17   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                  -3.685236e-03   
GenHlth_Very good                                  -8.296575e-02   
GenHlth_Good                                        2.276648e-01   
GenHlth_Fair                                       -1.196905e-01   
GenHlth_Poor                                       -2.132331e-02   
MentHlth_0                                         -4.322094e-02   
MentHlth_1-5                                        7.338400e-02   
MentHlth_6-10                                       9.213299e-03   
MentHlth_11-15                                     -9.742810e-04   
MentHlth_16-20                                     -2.349210e-03   
MentHlth_21-25                                     -6.788824e-03   
MentHlth_26-30                                     -2.926404e-02   
PhysHlth_0                                         -1.600945e-02   
PhysHlth_1-5                                        1.062764e-01   
PhysHlth_6-10                                      -1.472857e-02   
PhysHlth_11-15                                     -1.483797e-02   
PhysHlth_16-20                                     -1.214199e-02   
PhysHlth_21-25                                     -5.669610e-03   
PhysHlth_26-30                                     -4.288877e-02   
Education_Never attended school or only kinderg... -6.959303e-04   
Education_Elementary                               -1.274029e-02   
Education_Some high school                         -2.251930e-02   
Education_High school graduate                     -2.930829e-01   
Education_Some college or technical school          7.617738e-01   
Education_College graduate                         -4.327354e-01   
Income_Less than $10,000                           -3.432094e-02   
Income_$10,000-$14,999                             -1.358731e-02   
Income_$15,000-$19,999                             -7.824636e-03   
Income_$20,000-$24,999                              1.913818e-02   
Income_$25,000-$34,999                              2.709652e-02   
Income_$35,000-$49,999                              6.993164e-02   
Income_$50,000-$74,999                              4.550133e-02   
Income_$75,000 or more                             -1.059348e-01   
Sex_Female                                          3.628829e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                           3.628829e-17   
Age_65+                                            -0.000000e+00   

                                                             PC5  \
HighBP                                              3.954609e-01   
HighChol                                            3.572139e-01   
CholCheck                                           2.307813e-02   
Smoker                                             -7.653386e-02   
Stroke                                              3.072803e-02   
HeartDiseaseorAttack                                7.103110e-02   
PhysActivity                                        2.002352e-01   
Fruits                                              5.678335e-01   
Veggies                                             2.920018e-01   
HvyAlcoholConsump                                  -5.478691e-03   
AnyHealthcare                                       1.513227e-02   
NoDocbcCost                                         2.552463e-02   
DiffWalk                                            1.062682e-01   
BMI_Underweight                                    -1.387779e-17   
BMI_Healthy weight                                  1.110223e-16   
BMI_Overweight                                     -5.551115e-17   
BMI_Class 1 Obesity                                 2.775558e-17   
BMI_Class 2 Obesity                                -1.271671e-16   
BMI_Class 3 Obesity                                -1.387779e-17   
GenHlth_Excellent                                  -1.235538e-02   
GenHlth_Very good                                  -1.581493e-01   
GenHlth_Good                                        4.310355e-02   
GenHlth_Fair                                        1.030663e-01   
GenHlth_Poor                                        2.433486e-02   
MentHlth_0                                          3.333294e-01   
MentHlth_1-5                                       -2.629257e-01   
MentHlth_6-10                                      -2.294498e-02   
MentHlth_11-15                                     -1.260147e-02   
MentHlth_16-20                                     -1.048901e-02   
MentHlth_21-25                                     -2.195448e-03   
MentHlth_26-30                                     -2.217278e-02   
PhysHlth_0                                         -1.816640e-02   
PhysHlth_1-5                                       -7.283788e-02   
PhysHlth_6-10                                       4.354458e-03   
PhysHlth_11-15                                      1.623075e-02   
PhysHlth_16-20                                      7.466987e-03   
PhysHlth_21-25                                      5.151556e-03   
PhysHlth_26-30                                      5.780054e-02   
Education_Never attended school or only kinderg...  3.153856e-05   
Education_Elementary                                1.329664e-02   
Education_Some high school                         -1.373512e-02   
Education_High school graduate                     -5.050572e-02   
Education_Some college or technical school          7.516793e-02   
Education_College graduate                         -2.425528e-02   
Income_Less than $10,000                            9.459173e-03   
Income_$10,000-$14,999                              1.523797e-02   
Income_$15,000-$19,999                              1.067633e-02   
Income_$20,000-$24,999                              1.517683e-02   
Income_$25,000-$34,999                             -1.821736e-02   
Income_$35,000-$49,999                             -1.849298e-03   
Income_$50,000-$74,999                              2.893588e-02   
Income_$75,000 or more                             -5.941952e-02   
Sex_Female                                         -1.395682e-16   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -1.395682e-16   
Age_65+                                            -0.000000e+00   

                                                             PC6  \
HighBP                                              2.662278e-01   
HighChol                                            4.361621e-01   
CholCheck                                           1.859591e-02   
Smoker                                             -4.921131e-02   
Stroke                                              1.534411e-02   
HeartDiseaseorAttack                                4.797580e-02   
PhysActivity                                       -2.103076e-01   
Fruits                                             -3.006648e-01   
Veggies                                            -1.157247e-01   
HvyAlcoholConsump                                   3.901131e-03   
AnyHealthcare                                       2.950890e-02   
NoDocbcCost                                        -2.776292e-02   
DiffWalk                                            9.290666e-03   
BMI_Underweight                                     0.000000e+00   
BMI_Healthy weight                                 -1.665335e-16   
BMI_Overweight                                      5.551115e-17   
BMI_Class 1 Obesity                                -5.551115e-17   
BMI_Class 2 Obesity                                 1.691965e-17   
BMI_Class 3 Obesity                                 5.551115e-17   
GenHlth_Excellent                                  -8.181154e-03   
GenHlth_Very good                                   2.107437e-02   
GenHlth_Good                                       -4.326465e-02   
GenHlth_Fair                                       -1.903291e-02   
GenHlth_Poor                                        4.940434e-02   
MentHlth_0                                         -1.279791e-01   
MentHlth_1-5                                        3.256624e-02   
MentHlth_6-10                                       1.483962e-02   
MentHlth_11-15                                      1.443548e-02   
MentHlth_16-20                                      1.188536e-02   
MentHlth_21-25                                     -1.001450e-03   
MentHlth_26-30                                      5.525385e-02   
PhysHlth_0                                          3.458897e-01   
PhysHlth_1-5                                       -3.607102e-01   
PhysHlth_6-10                                      -2.065782e-02   
PhysHlth_11-15                                     -1.346571e-02   
PhysHlth_16-20                                      3.914527e-03   
PhysHlth_21-25                                      3.569151e-03   
PhysHlth_26-30                                      4.146034e-02   
Education_Never attended school or only kinderg... -1.003138e-04   
Education_Elementary                                1.521475e-02   
Education_Some high school                          2.510567e-02   
Education_High school graduate                     -4.205289e-01   
Education_Some college or technical school          1.555250e-01   
Education_College graduate                          2.247837e-01   
Income_Less than $10,000                            6.741131e-03   
Income_$10,000-$14,999                             -1.586225e-03   
Income_$15,000-$19,999                              4.417602e-04   
Income_$20,000-$24,999                             -1.156804e-02   
Income_$25,000-$34,999                             -3.219469e-02   
Income_$35,000-$49,999                             -6.914068e-02   
Income_$50,000-$74,999                             -9.001780e-02   
Income_$75,000 or more                              1.973245e-01   
Sex_Female                                          9.981497e-18   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           9.981497e-18   
Age_65+                                             0.000000e+00   

                                                             PC7  \
HighBP                                              5.284727e-02   
HighChol                                           -1.233565e-01   
CholCheck                                          -5.533145e-03   
Smoker                                             -3.715408e-01   
Stroke                                              1.884783e-04   
HeartDiseaseorAttack                               -2.479877e-02   
PhysActivity                                       -2.915193e-01   
Fruits                                             -2.384676e-01   
Veggies                                            -1.848206e-01   
HvyAlcoholConsump                                  -6.831813e-03   
AnyHealthcare                                       3.656668e-03   
NoDocbcCost                                         6.495000e-03   
DiffWalk                                            7.928605e-02   
BMI_Underweight                                     2.775558e-17   
BMI_Healthy weight                                 -0.000000e+00   
BMI_Overweight                                      5.551115e-17   
BMI_Class 1 Obesity                                 8.847090e-17   
BMI_Class 2 Obesity                                -1.558277e-16   
BMI_Class 3 Obesity                                -1.110223e-16   
GenHlth_Excellent                                  -2.051720e-03   
GenHlth_Very good                                  -5.186009e-02   
GenHlth_Good                                       -2.442890e-03   
GenHlth_Fair                                        5.258940e-02   
GenHlth_Poor                                        3.765299e-03   
MentHlth_0                                          4.242485e-01   
MentHlth_1-5                                       -3.199559e-01   
MentHlth_6-10                                      -3.087965e-02   
MentHlth_11-15                                     -1.092945e-02   
MentHlth_16-20                                     -2.287617e-03   
MentHlth_21-25                                     -5.025648e-03   
MentHlth_26-30                                     -5.517019e-02   
PhysHlth_0                                         -3.841573e-01   
PhysHlth_1-5                                        3.165471e-01   
PhysHlth_6-10                                       2.640174e-02   
PhysHlth_11-15                                      6.990434e-03   
PhysHlth_16-20                                     -1.151588e-02   
PhysHlth_21-25                                     -4.215142e-03   
PhysHlth_26-30                                      4.994907e-02   
Education_Never attended school or only kinderg... -2.261944e-04   
Education_Elementary                                7.923062e-03   
Education_Some high school                          1.863793e-02   
Education_High school graduate                     -2.611084e-01   
Education_Some college or technical school          5.802884e-02   
Education_College graduate                          1.767448e-01   
Income_Less than $10,000                           -7.666697e-03   
Income_$10,000-$14,999                             -7.728390e-03   
Income_$15,000-$19,999                              7.866228e-03   
Income_$20,000-$24,999                             -1.674335e-02   
Income_$25,000-$34,999                             -4.890370e-02   
Income_$35,000-$49,999                             -2.950182e-02   
Income_$50,000-$74,999                             -1.393377e-03   
Income_$75,000 or more                              1.040711e-01   
Sex_Female                                         -1.476595e-16   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -1.476595e-16   
Age_65+                                            -0.000000e+00   

                                                             PC8  \
HighBP                                             -4.137437e-01   
HighChol                                           -2.502897e-01   
CholCheck                                          -2.270858e-02   
Smoker                                              4.392387e-01   
Stroke                                              8.185805e-03   
HeartDiseaseorAttack                                2.426751e-02   
PhysActivity                                       -2.126735e-01   
Fruits                                              2.009142e-01   
Veggies                                             1.640090e-01   
HvyAlcoholConsump                                   3.799750e-03   
AnyHealthcare                                      -8.696892e-03   
NoDocbcCost                                         5.248323e-02   
DiffWalk                                            2.332995e-01   
BMI_Underweight                                     1.387779e-17   
BMI_Healthy weight                                 -2.775558e-17   
BMI_Overweight                                      4.163336e-17   
BMI_Class 1 Obesity                                 1.387779e-17   
BMI_Class 2 Obesity                                -7.711793e-17   
BMI_Class 3 Obesity                                -1.387779e-17   
GenHlth_Excellent                                   1.453780e-02   
GenHlth_Very good                                  -2.276701e-01   
GenHlth_Good                                        2.044665e-01   
GenHlth_Fair                                       -1.098555e-01   
GenHlth_Poor                                        1.185213e-01   
MentHlth_0                                          9.422220e-02   
MentHlth_1-5                                       -1.967808e-01   
MentHlth_6-10                                       4.158713e-03   
MentHlth_11-15                                     -1.269582e-02   
MentHlth_16-20                                      8.807822e-03   
MentHlth_21-25                                      6.445896e-03   
MentHlth_26-30                                      9.584195e-02   
PhysHlth_0                                          1.876085e-02   
PhysHlth_1-5                                       -2.274880e-01   
PhysHlth_6-10                                       5.352994e-03   
PhysHlth_11-15                                      1.144733e-02   
PhysHlth_16-20                                      1.609277e-02   
PhysHlth_21-25                                      1.140432e-02   
PhysHlth_26-30                                      1.644298e-01   
Education_Never attended school or only kinderg... -6.581629e-05   
Education_Elementary                               -5.150204e-04   
Education_Some high school                          2.834571e-02   
Education_High school graduate                     -2.444635e-01   
Education_Some college or technical school          1.763984e-02   
Education_College graduate                          1.990588e-01   
Income_Less than $10,000                            1.376108e-02   
Income_$10,000-$14,999                              1.024880e-02   
Income_$15,000-$19,999                             -1.421450e-03   
Income_$20,000-$24,999                              1.036615e-02   
Income_$25,000-$34,999                              2.298746e-03   
Income_$35,000-$49,999                             -9.186558e-02   
Income_$50,000-$74,999                             -1.032387e-01   
Income_$75,000 or more                              1.598509e-01   
Sex_Female                                         -5.549437e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -5.549437e-17   
Age_65+                                            -0.000000e+00   

                                                             PC9  \
HighBP                                              1.267222e-01   
HighChol                                            3.110514e-01   
CholCheck                                           1.682150e-02   
Smoker                                              7.027374e-01   
Stroke                                             -5.660272e-03   
HeartDiseaseorAttack                                2.734942e-02   
PhysActivity                                        9.507486e-02   
Fruits                                             -1.955162e-01   
Veggies                                             1.534971e-02   
HvyAlcoholConsump                                   4.007189e-02   
AnyHealthcare                                       2.611212e-02   
NoDocbcCost                                        -7.146925e-02   
DiffWalk                                           -1.378925e-01   
BMI_Underweight                                    -0.000000e+00   
BMI_Healthy weight                                  2.775558e-17   
BMI_Overweight                                      8.326673e-17   
BMI_Class 1 Obesity                                -5.551115e-17   
BMI_Class 2 Obesity                                -1.236523e-17   
BMI_Class 3 Obesity                                -8.326673e-17   
GenHlth_Excellent                                  -4.550000e-02   
GenHlth_Very good                                   2.269568e-01   
GenHlth_Good                                       -3.555645e-02   
GenHlth_Fair                                       -1.236912e-01   
GenHlth_Poor                                       -2.220909e-02   
MentHlth_0                                          1.947374e-01   
MentHlth_1-5                                       -6.656148e-02   
MentHlth_6-10                                      -1.815767e-02   
MentHlth_11-15                                     -3.364329e-02   
MentHlth_16-20                                     -5.073422e-03   
MentHlth_21-25                                     -3.404568e-03   
MentHlth_26-30                                     -6.789693e-02   
PhysHlth_0                                         -1.879347e-01   
PhysHlth_1-5                                        3.472952e-01   
PhysHlth_6-10                                      -3.276683e-02   
PhysHlth_11-15                                     -2.195956e-02   
PhysHlth_16-20                                     -1.002075e-03   
PhysHlth_21-25                                     -2.999133e-03   
PhysHlth_26-30                                     -1.006328e-01   
Education_Never attended school or only kinderg... -1.510870e-03   
Education_Elementary                               -1.299839e-02   
Education_Some high school                          6.836001e-03   
Education_High school graduate                     -3.832233e-03   
Education_Some college or technical school         -7.932858e-03   
Education_College graduate                          1.943835e-02   
Income_Less than $10,000                           -4.039084e-02   
Income_$10,000-$14,999                             -1.509553e-02   
Income_$15,000-$19,999                             -1.835149e-02   
Income_$20,000-$24,999                             -3.452351e-03   
Income_$25,000-$34,999                             -1.651731e-03   
Income_$35,000-$49,999                             -4.932512e-02   
Income_$50,000-$74,999                             -3.101414e-02   
Income_$75,000 or more                              1.592812e-01   
Sex_Female                                         -4.346874e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -4.346874e-17   
Age_65+                                            -0.000000e+00   

                                                            PC10  ...  PC49  \
HighBP                                             -2.588028e-01  ...   0.0   
HighChol                                            6.726974e-02  ...   0.0   
CholCheck                                          -1.802436e-03  ...   0.0   
Smoker                                             -9.628730e-04  ...   0.0   
Stroke                                              2.712497e-02  ...   0.0   
HeartDiseaseorAttack                                8.964402e-03  ...   0.0   
PhysActivity                                        6.842386e-01  ...   0.0   
Fruits                                             -3.093911e-01  ...   0.0   
Veggies                                            -1.436768e-01  ...   0.0   
HvyAlcoholConsump                                   4.491922e-03  ...   0.0   
AnyHealthcare                                      -7.653970e-03  ...   0.0   
NoDocbcCost                                         1.150132e-02  ...   0.0   
DiffWalk                                            1.014902e-01  ...   0.0   
BMI_Underweight                                    -5.551115e-17  ...   0.0   
BMI_Healthy weight                                 -0.000000e+00  ...   0.0   
BMI_Overweight                                     -5.551115e-17  ...   0.0   
BMI_Class 1 Obesity                                -0.000000e+00  ...   0.0   
BMI_Class 2 Obesity                                -1.654703e-16  ...   0.0   
BMI_Class 3 Obesity                                -5.551115e-17  ...   0.0   
GenHlth_Excellent                                   3.635432e-02  ...   0.0   
GenHlth_Very good                                  -2.696274e-01  ...   0.0   
GenHlth_Good                                       -3.876089e-03  ...   0.0   
GenHlth_Fair                                        3.706103e-01  ...   0.0   
GenHlth_Poor                                       -1.334612e-01  ...   0.0   
MentHlth_0                                          7.643797e-02  ...   0.0   
MentHlth_1-5                                       -1.612573e-01  ...   0.0   
MentHlth_6-10                                       3.931710e-02  ...   0.0   
MentHlth_11-15                                      2.757442e-02  ...   0.0   
MentHlth_16-20                                      1.122249e-02  ...   0.0   
MentHlth_21-25                                      3.349008e-03  ...   0.0   
MentHlth_26-30                                      3.356286e-03  ...   0.0   
PhysHlth_0                                          1.679374e-02  ...   0.0   
PhysHlth_1-5                                       -9.783535e-02  ...   0.0   
PhysHlth_6-10                                       7.076443e-02  ...   0.0   
PhysHlth_11-15                                      4.389246e-02  ...   0.0   
PhysHlth_16-20                                      1.203727e-02  ...   0.0   
PhysHlth_21-25                                      6.363095e-03  ...   0.0   
PhysHlth_26-30                                     -5.201564e-02  ...   0.0   
Education_Never attended school or only kinderg...  6.087557e-04  ...   0.0   
Education_Elementary                                1.541107e-03  ...   0.0   
Education_Some high school                          3.974706e-02  ...   0.0   
Education_High school graduate                     -7.140640e-02  ...   0.0   
Education_Some college or technical school          7.805813e-03  ...   0.0   
Education_College graduate                          2.170366e-02  ...   0.0   
Income_Less than $10,000                            5.741110e-02  ...   0.0   
Income_$10,000-$14,999                              2.616977e-02  ...   0.0   
Income_$15,000-$19,999                              5.170835e-03  ...   0.0   
Income_$20,000-$24,999                              1.723883e-02  ...   0.0   
Income_$25,000-$34,999                              1.944479e-02  ...   0.0   
Income_$35,000-$49,999                             -1.693898e-01  ...   0.0   
Income_$50,000-$74,999                             -4.079604e-02  ...   0.0   
Income_$75,000 or more                              8.475054e-02  ...   0.0   
Sex_Female                                         -1.165523e-16  ...   0.0   
Sex_Male                                           -0.000000e+00  ...   0.0   
Age_18-29                                          -0.000000e+00  ...   0.0   
Age_30-49                                          -0.000000e+00  ...   1.0   
Age_50-64                                          -1.165523e-16  ...   0.0   
Age_65+                                            -0.000000e+00  ...   0.0   

                                                    PC50          PC51  \
HighBP                                               0.0  0.000000e+00   
HighChol                                             0.0 -1.773250e-19   
CholCheck                                            0.0  1.745183e-19   
Smoker                                               0.0 -5.188562e-19   
Stroke                                               0.0 -6.079257e-19   
HeartDiseaseorAttack                                 0.0  2.915826e-19   
PhysActivity                                         0.0 -1.273482e-19   
Fruits                                               0.0  2.736034e-19   
Veggies                                              0.0 -4.445578e-19   
HvyAlcoholConsump                                    0.0  3.325569e-18   
AnyHealthcare                                        0.0  5.368661e-18   
NoDocbcCost                                          0.0  1.453691e-19   
DiffWalk                                             0.0 -7.403513e-19   
BMI_Underweight                                      0.0  6.315010e-06   
BMI_Healthy weight                                   0.0  1.310883e-05   
BMI_Overweight                                       0.0 -1.927621e-05   
BMI_Class 1 Obesity                                  0.0 -2.923692e-05   
BMI_Class 2 Obesity                                  0.0 -3.347658e-05   
BMI_Class 3 Obesity                                  0.0  4.349432e-05   
GenHlth_Excellent                                    0.0 -1.409308e-05   
GenHlth_Very good                                    0.0 -1.409308e-05   
GenHlth_Good                                         0.0 -1.409308e-05   
GenHlth_Fair                                         0.0 -1.409308e-05   
GenHlth_Poor                                         0.0 -1.409308e-05   
MentHlth_0                                           0.0  5.987753e-06   
MentHlth_1-5                                         0.0  5.987753e-06   
MentHlth_6-10                                        0.0  5.987753e-06   
MentHlth_11-15                                       0.0  5.987753e-06   
MentHlth_16-20                                       0.0  5.987753e-06   
MentHlth_21-25                                       0.0  5.987753e-06   
MentHlth_26-30                                       0.0  5.987753e-06   
PhysHlth_0                                           0.0  1.159395e-05   
PhysHlth_1-5                                         0.0  1.159395e-05   
PhysHlth_6-10                                        0.0  1.159395e-05   
PhysHlth_11-15                                       0.0  1.159395e-05   
PhysHlth_16-20                                       0.0  1.159395e-05   
PhysHlth_21-25                                       0.0  1.159395e-05   
PhysHlth_26-30                                       0.0  1.159395e-05   
Education_Never attended school or only kinderg...   0.0 -3.709536e-06   
Education_Elementary                                 0.0 -3.709536e-06   
Education_Some high school                           0.0 -3.709536e-06   
Education_High school graduate                       0.0 -3.709536e-06   
Education_Some college or technical school           0.0 -3.709536e-06   
Education_College graduate                           0.0 -3.709536e-06   
Income_Less than $10,000                             0.0 -2.426228e-06   
Income_$10,000-$14,999                               0.0 -2.426228e-06   
Income_$15,000-$19,999                               0.0 -2.426228e-06   
Income_$20,000-$24,999                               0.0 -2.426228e-06   
Income_$25,000-$34,999                               0.0 -2.426228e-06   
Income_$35,000-$49,999                               0.0 -2.426228e-06   
Income_$50,000-$74,999                               0.0 -2.426228e-06   
Income_$75,000 or more                               0.0 -2.426228e-06   
Sex_Female                                           0.0 -7.070748e-01   
Sex_Male                                             0.0  0.000000e+00   
Age_18-29                                            1.0  0.000000e+00   
Age_30-49                                            0.0  0.000000e+00   
Age_50-64                                            0.0  7.071387e-01   
Age_65+                                              0.0  0.000000e+00   

                                                            PC52  \
HighBP                                              0.000000e+00   
HighChol                                            1.035755e-17   
CholCheck                                           2.190256e-17   
Smoker                                              6.189167e-17   
Stroke                                              5.756258e-16   
HeartDiseaseorAttack                               -3.302107e-17   
PhysActivity                                        7.345725e-17   
Fruits                                             -5.016458e-17   
Veggies                                            -1.412449e-16   
HvyAlcoholConsump                                   4.604491e-17   
AnyHealthcare                                       9.384729e-17   
NoDocbcCost                                         1.155125e-16   
DiffWalk                                           -1.923128e-17   
BMI_Underweight                                     5.418607e-02   
BMI_Healthy weight                                  1.265422e-01   
BMI_Overweight                                     -1.840971e-01   
BMI_Class 1 Obesity                                -3.142212e-01   
BMI_Class 2 Obesity                                -3.896032e-01   
BMI_Class 3 Obesity                                 4.553129e-01   
GenHlth_Excellent                                  -1.459094e-01   
GenHlth_Very good                                  -1.459094e-01   
GenHlth_Good                                       -1.459094e-01   
GenHlth_Fair                                       -1.459094e-01   
GenHlth_Poor                                       -1.459094e-01   
MentHlth_0                                          5.827419e-02   
MentHlth_1-5                                        5.827419e-02   
MentHlth_6-10                                       5.827419e-02   
MentHlth_11-15                                      5.827419e-02   
MentHlth_16-20                                      5.827419e-02   
MentHlth_21-25                                      5.827419e-02   
MentHlth_26-30                                      5.827419e-02   
PhysHlth_0                                          1.154183e-01   
PhysHlth_1-5                                        1.154183e-01   
PhysHlth_6-10                                       1.154183e-01   
PhysHlth_11-15                                      1.154183e-01   
PhysHlth_16-20                                      1.154183e-01   
PhysHlth_21-25                                      1.154183e-01   
PhysHlth_26-30                                      1.154183e-01   
Education_Never attended school or only kinderg... -2.039691e-02   
Education_Elementary                               -2.039691e-02   
Education_Some high school                         -2.039691e-02   
Education_High school graduate                     -2.039691e-02   
Education_Some college or technical school         -2.039691e-02   
Education_College graduate                         -2.039691e-02   
Income_Less than $10,000                           -3.456495e-02   
Income_$10,000-$14,999                             -3.456495e-02   
Income_$15,000-$19,999                             -3.456495e-02   
Income_$20,000-$24,999                             -3.456495e-02   
Income_$25,000-$34,999                             -3.456495e-02   
Income_$35,000-$49,999                             -3.456495e-02   
Income_$50,000-$74,999                             -3.456495e-02   
Income_$75,000 or more                             -3.456495e-02   
Sex_Female                                          3.562971e-01   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           3.561648e-01   
Age_65+                                             0.000000e+00   

                                                            PC53  \
HighBP                                              0.000000e+00   
HighChol                                           -7.250286e-17   
CholCheck                                          -5.841308e-16   
Smoker                                              2.164955e-18   
Stroke                                             -7.735417e-17   
HeartDiseaseorAttack                                7.668819e-17   
PhysActivity                                       -2.175720e-18   
Fruits                                             -4.684093e-18   
Veggies                                             8.655683e-17   
HvyAlcoholConsump                                   3.503086e-16   
AnyHealthcare                                       3.660061e-16   
NoDocbcCost                                         6.486686e-17   
DiffWalk                                            8.783631e-17   
BMI_Underweight                                     2.355180e-01   
BMI_Healthy weight                                  2.763739e-01   
BMI_Overweight                                     -3.749971e-02   
BMI_Class 1 Obesity                                 2.991383e-01   
BMI_Class 2 Obesity                                -7.007570e-02   
BMI_Class 3 Obesity                                -1.000400e-01   
GenHlth_Excellent                                  -8.023621e-02   
GenHlth_Very good                                  -8.023621e-02   
GenHlth_Good                                       -8.023621e-02   
GenHlth_Fair                                       -8.023621e-02   
GenHlth_Poor                                       -8.023621e-02   
MentHlth_0                                          1.014320e-01   
MentHlth_1-5                                        1.014320e-01   
MentHlth_6-10                                       1.014320e-01   
MentHlth_11-15                                      1.014320e-01   
MentHlth_16-20                                      1.014320e-01   
MentHlth_21-25                                      1.014320e-01   
MentHlth_26-30                                      1.014320e-01   
PhysHlth_0                                          2.169415e-02   
PhysHlth_1-5                                        2.169415e-02   
PhysHlth_6-10                                       2.169415e-02   
PhysHlth_11-15                                      2.169415e-02   
PhysHlth_16-20                                      2.169415e-02   
PhysHlth_21-25                                      2.169415e-02   
PhysHlth_26-30                                      2.169415e-02   
Education_Never attended school or only kinderg... -2.638135e-01   
Education_Elementary                               -2.638135e-01   
Education_Some high school                         -2.638135e-01   
Education_High school graduate                     -2.638135e-01   
Education_Some college or technical school         -2.638135e-01   
Education_College graduate                         -2.638135e-01   
Income_Less than $10,000                            1.692481e-01   
Income_$10,000-$14,999                              1.692481e-01   
Income_$15,000-$19,999                              1.692481e-01   
Income_$20,000-$24,999                              1.692481e-01   
Income_$25,000-$34,999                              1.692481e-01   
Income_$35,000-$49,999                              1.692481e-01   
Income_$50,000-$74,999                              1.692481e-01   
Income_$75,000 or more                              1.692481e-01   
Sex_Female                                         -6.360655e-02   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                          -6.361400e-02   
Age_65+                                             0.000000e+00   

                                                            PC54  \
HighBP                                              0.000000e+00   
HighChol                                            4.660898e-17   
CholCheck                                          -1.831750e-16   
Smoker                                              2.921397e-17   
Stroke                                             -4.361700e-16   
HeartDiseaseorAttack                                1.987297e-16   
PhysActivity                                        2.574966e-17   
Fruits                                              6.032106e-18   
Veggies                                             1.414436e-16   
HvyAlcoholConsump                                   3.502937e-16   
AnyHealthcare                                      -2.149948e-16   
NoDocbcCost                                        -2.051955e-16   
DiffWalk                                            2.133450e-16   
BMI_Underweight                                     2.049319e-01   
BMI_Healthy weight                                 -4.699463e-02   
BMI_Overweight                                      6.304818e-01   
BMI_Class 1 Obesity                                 4.037120e-01   
BMI_Class 2 Obesity                                -6.535245e-02   
BMI_Class 3 Obesity                                -7.140792e-02   
GenHlth_Excellent                                  -2.510989e-02   
GenHlth_Very good                                  -2.510989e-02   
GenHlth_Good                                       -2.510989e-02   
GenHlth_Fair                                       -2.510989e-02   
GenHlth_Poor                                       -2.510989e-02   
MentHlth_0                                          1.937196e-02   
MentHlth_1-5                                        1.937196e-02   
MentHlth_6-10                                       1.937196e-02   
MentHlth_11-15                                      1.937196e-02   
MentHlth_16-20                                      1.937196e-02   
MentHlth_21-25                                      1.937196e-02   
MentHlth_26-30                                      1.937196e-02   
PhysHlth_0                                          1.808409e-01   
PhysHlth_1-5                                        1.808409e-01   
PhysHlth_6-10                                       1.808409e-01   
PhysHlth_11-15                                      1.808409e-01   
PhysHlth_16-20                                      1.808409e-01   
PhysHlth_21-25                                      1.808409e-01   
PhysHlth_26-30                                      1.808409e-01   
Education_Never attended school or only kinderg...  3.822272e-03   
Education_Elementary                                3.822272e-03   
Education_Some high school                          3.822272e-03   
Education_High school graduate                      3.822272e-03   
Education_Some college or technical school          3.822272e-03   
Education_College graduate                          3.822272e-03   
Income_Less than $10,000                           -1.351637e-01   
Income_$10,000-$14,999                             -1.351637e-01   
Income_$15,000-$19,999                             -1.351637e-01   
Income_$20,000-$24,999                             -1.351637e-01   
Income_$25,000-$34,999                             -1.351637e-01   
Income_$35,000-$49,999                             -1.351637e-01   
Income_$50,000-$74,999                             -1.351637e-01   
Income_$75,000 or more                             -1.351637e-01   
Sex_Female                                          4.994335e-02   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           4.994506e-02   
Age_65+                                             0.000000e+00   

                                                            PC55  \
HighBP                                             -0.000000e+00   
HighChol                                            5.437715e-17   
CholCheck                                           1.668761e-16   
Smoker                                             -6.161511e-17   
Stroke                                             -9.750735e-16   
HeartDiseaseorAttack                                2.340998e-16   
PhysActivity                                       -1.334238e-16   
Fruits                                             -7.140707e-17   
Veggies                                             1.834315e-16   
HvyAlcoholConsump                                   1.910368e-16   
AnyHealthcare                                      -3.883239e-16   
NoDocbcCost                                        -4.708865e-17   
DiffWalk                                            2.552259e-16   
BMI_Underweight                                    -3.247725e-01   
BMI_Healthy weight                                  3.240199e-01   
BMI_Overweight                                     -3.455734e-01   
BMI_Class 1 Obesity                                 4.626529e-01   
BMI_Class 2 Obesity                                -3.661721e-01   
BMI_Class 3 Obesity                                -3.889480e-01   
GenHlth_Excellent                                  -9.710259e-02   
GenHlth_Very good                                  -9.710259e-02   
GenHlth_Good                                       -9.710259e-02   
GenHlth_Fair                                       -9.710259e-02   
GenHlth_Poor                                       -9.710259e-02   
MentHlth_0                                          1.688764e-02   
MentHlth_1-5                                        1.688764e-02   
MentHlth_6-10                                       1.688764e-02   
MentHlth_11-15                                      1.688764e-02   
MentHlth_16-20                                      1.688764e-02   
MentHlth_21-25                                      1.688764e-02   
MentHlth_26-30                                      1.688764e-02   
PhysHlth_0                                         -2.358279e-02   
PhysHlth_1-5                                       -2.358279e-02   
PhysHlth_6-10                                      -2.358279e-02   
PhysHlth_11-15                                     -2.358279e-02   
PhysHlth_16-20                                     -2.358279e-02   
PhysHlth_21-25                                     -2.358279e-02   
PhysHlth_26-30                                     -2.358279e-02   
Education_Never attended school or only kinderg...  1.160793e-01   
Education_Elementary                                1.160793e-01   
Education_Some high school                          1.160793e-01   
Education_High school graduate                      1.160793e-01   
Education_Some college or technical school          1.160793e-01   
Education_College graduate                          1.160793e-01   
Income_Less than $10,000                           -6.437607e-02   
Income_$10,000-$14,999                             -6.437607e-02   
Income_$15,000-$19,999                             -6.437607e-02   
Income_$20,000-$24,999                             -6.437607e-02   
Income_$25,000-$34,999                             -6.437607e-02   
Income_$35,000-$49,999                             -6.437607e-02   
Income_$50,000-$74,999                             -6.437607e-02   
Income_$75,000 or more                             -6.437607e-02   
Sex_Female                                          4.282405e-02   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                           4.282729e-02   
Age_65+                                            -0.000000e+00   

                                                            PC56  \
HighBP                                             -0.000000e+00   
HighChol                                            1.456531e-17   
CholCheck                                           3.861597e-16   
Smoker                                             -3.259655e-17   
Stroke                                             -2.548104e-18   
HeartDiseaseorAttack                               -6.026887e-17   
PhysActivity                                        1.184475e-16   
Fruits                                             -1.264075e-16   
Veggies                                             7.950326e-17   
HvyAlcoholConsump                                  -2.297859e-16   
AnyHealthcare                                       3.491024e-17   
NoDocbcCost                                         1.908682e-16   
DiffWalk                                           -5.611860e-17   
BMI_Underweight                                     2.324085e-01   
BMI_Healthy weight                                  6.381811e-01   
BMI_Overweight                                      1.237168e-01   
BMI_Class 1 Obesity                                 2.375520e-01   
BMI_Class 2 Obesity                                 2.484045e-01   
BMI_Class 3 Obesity                                 4.806034e-01   
GenHlth_Excellent                                   3.659207e-02   
GenHlth_Very good                                   3.659207e-02   
GenHlth_Good                                        3.659207e-02   
GenHlth_Fair                                        3.659207e-02   
GenHlth_Poor                                        3.659207e-02   
MentHlth_0                                         -2.329137e-02   
MentHlth_1-5                                       -2.329137e-02   
MentHlth_6-10                                      -2.329137e-02   
MentHlth_11-15                                     -2.329137e-02   
MentHlth_16-20                                     -2.329137e-02   
MentHlth_21-25                                     -2.329137e-02   
MentHlth_26-30                                     -2.329137e-02   
PhysHlth_0                                         -1.072822e-01   
PhysHlth_1-5                                       -1.072822e-01   
PhysHlth_6-10                                      -1.072822e-01   
PhysHlth_11-15                                     -1.072822e-01   
PhysHlth_16-20                                     -1.072822e-01   
PhysHlth_21-25                                     -1.072822e-01   
PhysHlth_26-30                                     -1.072822e-01   
Education_Never attended school or only kinderg...  1.166276e-01   
Education_Elementary                                1.166276e-01   
Education_Some high school                          1.166276e-01   
Education_High school graduate                      1.166276e-01   
Education_Some college or technical school          1.166276e-01   
Education_College graduate                          1.166276e-01   
Income_Less than $10,000                            2.676762e-03   
Income_$10,000-$14,999                              2.676762e-03   
Income_$15,000-$19,999                              2.676762e-03   
Income_$20,000-$24,999                              2.676762e-03   
Income_$25,000-$34,999                              2.676762e-03   
Income_$35,000-$49,999                              2.676762e-03   
Income_$50,000-$74,999                              2.676762e-03   
Income_$75,000 or more                              2.676762e-03   
Sex_Female                                          2.794548e-02   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                           2.794553e-02   
Age_65+                                            -0.000000e+00   

                                                            PC57          PC58  
HighBP                                              0.000000e+00 -0.000000e+00  
HighChol                                           -4.401960e-17  1.035755e-17  
CholCheck                                          -1.201444e-15 -1.526982e-15  
Smoker                                             -1.085148e-16 -3.292500e-17  
Stroke                                             -1.016260e-16  6.397474e-17  
HeartDiseaseorAttack                                2.062695e-16 -9.735976e-17  
PhysActivity                                       -4.419639e-17  2.353026e-18  
Fruits                                             -2.365711e-17 -1.020638e-16  
Veggies                                            -5.518814e-17 -3.456744e-17  
HvyAlcoholConsump                                  -4.963154e-18  4.012472e-17  
AnyHealthcare                                      -3.861371e-16 -3.722309e-16  
NoDocbcCost                                        -8.321376e-18 -1.038255e-16  
DiffWalk                                            6.285543e-17  8.401615e-17  
BMI_Underweight                                    -4.808294e-01  3.446713e-01  
BMI_Healthy weight                                  4.185343e-01 -1.004562e-01  
BMI_Overweight                                      4.881862e-01 -1.599768e-01  
BMI_Class 1 Obesity                                -4.046279e-01  6.871318e-02  
BMI_Class 2 Obesity                                -9.772974e-02 -3.193636e-01  
BMI_Class 3 Obesity                                -1.072851e-01  1.648113e-01  
GenHlth_Excellent                                  -1.008125e-01 -1.085618e-01  
GenHlth_Very good                                  -1.008125e-01 -1.085618e-01  
GenHlth_Good                                       -1.008125e-01 -1.085618e-01  
GenHlth_Fair                                       -1.008125e-01 -1.085618e-01  
GenHlth_Poor                                       -1.008125e-01 -1.085618e-01  
MentHlth_0                                         -5.795060e-02 -2.133777e-01  
MentHlth_1-5                                       -5.795060e-02 -2.133777e-01  
MentHlth_6-10                                      -5.795060e-02 -2.133777e-01  
MentHlth_11-15                                     -5.795060e-02 -2.133777e-01  
MentHlth_16-20                                     -5.795060e-02 -2.133777e-01  
MentHlth_21-25                                     -5.795060e-02 -2.133777e-01  
MentHlth_26-30                                     -5.795060e-02 -2.133777e-01  
PhysHlth_0                                          3.516581e-02  7.822246e-02  
PhysHlth_1-5                                        3.516581e-02  7.822246e-02  
PhysHlth_6-10                                       3.516581e-02  7.822246e-02  
PhysHlth_11-15                                      3.516581e-02  7.822246e-02  
PhysHlth_16-20                                      3.516581e-02  7.822246e-02  
PhysHlth_21-25                                      3.516581e-02  7.822246e-02  
PhysHlth_26-30                                      3.516581e-02  7.822246e-02  
Education_Never attended school or only kinderg... -1.396327e-03  7.048255e-02  
Education_Elementary                               -1.396327e-03  7.048255e-02  
Education_Some high school                         -1.396327e-03  7.048255e-02  
Education_High school graduate                     -1.396327e-03  7.048255e-02  
Education_Some college or technical school         -1.396327e-03  7.048255e-02  
Education_College graduate                         -1.396327e-03  7.048255e-02  
Income_Less than $10,000                            6.817160e-02  5.775492e-02  
Income_$10,000-$14,999                              6.817160e-02  5.775492e-02  
Income_$15,000-$19,999                              6.817160e-02  5.775492e-02  
Income_$20,000-$24,999                              6.817160e-02  5.775492e-02  
Income_$25,000-$34,999                              6.817160e-02  5.775492e-02  
Income_$35,000-$49,999                              6.817160e-02  5.775492e-02  
Income_$50,000-$74,999                              6.817160e-02  5.775492e-02  
Income_$75,000 or more                              6.817160e-02  5.775492e-02  
Sex_Female                                         -1.586676e-01 -3.425479e-01  
Sex_Male                                            0.000000e+00 -0.000000e+00  
Age_18-29                                           0.000000e+00 -0.000000e+00  
Age_30-49                                           0.000000e+00 -0.000000e+00  
Age_50-64                                          -1.586670e-01 -3.425483e-01  
Age_65+                                             0.000000e+00 -0.000000e+00  

[58 rows x 58 columns]

PCA Results for Subset_34:
        PC1       PC2       PC3       PC4       PC5       PC6       PC7  \
0 -0.033449 -0.882927 -0.395844 -0.403072  0.032904 -0.437835 -0.464860   
1  0.395060 -0.069752 -0.502851  0.738085 -0.416264  0.243981  0.249726   
2 -0.156832 -0.089768  0.804486 -0.225630  0.087151 -0.815827  0.220691   
3 -0.014265 -1.001988  0.741890 -0.368288 -1.025402  0.478319  0.973955   
4 -0.767978  0.453382  0.555038  1.070516  0.072249  0.169996  0.200244   

        PC8       PC9      PC10  ...  PC49  PC50  PC51          PC52  \
0 -1.249809  0.517594 -0.498455  ...   0.0   0.0   0.0 -2.220446e-16   
1 -0.618476  1.160516 -0.757084  ...   0.0   0.0   0.0 -6.106227e-16   
2  0.514719  0.969971 -0.430371  ...   0.0   0.0   0.0 -1.110223e-16   
3  0.155699  0.208036  0.043688  ...   0.0   0.0   0.0 -5.551115e-17   
4 -0.244925 -0.374442  0.177850  ...   0.0   0.0   0.0 -5.551115e-17   

           PC53          PC54          PC55          PC56          PC57  \
0  2.220446e-16  1.942890e-16  2.220446e-16 -1.665335e-16  1.110223e-16   
1  2.775558e-17 -3.469447e-16 -4.996004e-16  1.665335e-16 -1.110223e-16   
2  0.000000e+00 -9.714451e-17 -1.665335e-16 -1.665335e-16 -4.440892e-16   
3  5.551115e-17 -3.469447e-16  0.000000e+00  0.000000e+00  2.220446e-16   
4  8.326673e-17 -1.526557e-16 -2.220446e-16  1.665335e-16 -1.110223e-16   

           PC58  
0  2.220446e-16  
1  1.776357e-15  
2  0.000000e+00  
3  6.661338e-16  
4 -2.220446e-16  

[5 rows x 58 columns]
No description has been provided for this image
For Subset_34, retain 26 components to explain 90% of the variance.


Explained Variance for Subset_35:
[1.27000939e-01 6.90844814e-02 5.73134434e-02 5.52940922e-02
 5.39955605e-02 4.66920054e-02 4.57370154e-02 4.20957082e-02
 4.03802464e-02 3.71391094e-02 3.49660133e-02 3.42869103e-02
 2.97656138e-02 2.87599724e-02 2.75438035e-02 2.33990868e-02
 2.24474162e-02 2.07159091e-02 1.74391701e-02 1.63317676e-02
 1.49227133e-02 1.47083336e-02 1.38677891e-02 1.30848095e-02
 1.27341758e-02 1.13902921e-02 1.04905221e-02 1.00867665e-02
 8.89773953e-03 8.76929158e-03 8.18314721e-03 7.25766857e-03
 6.80227861e-03 6.25034501e-03 5.82145743e-03 4.25568067e-03
 3.93825813e-03 3.46097868e-03 2.78851464e-03 1.57259622e-03
 3.28377083e-04 1.52129644e-17 1.14213470e-17 5.11199890e-18
 4.62155457e-18 5.40958287e-19 4.70430378e-19 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00]

Cumulative Variance for Subset_35:
[0.12700094 0.19608542 0.25339886 0.30869296 0.36268852 0.40938052
 0.45511754 0.49721325 0.53759349 0.5747326  0.60969861 0.64398553
 0.67375114 0.70251111 0.73005491 0.753454   0.77590142 0.79661733
 0.8140565  0.83038826 0.84531098 0.86001931 0.8738871  0.88697191
 0.89970609 0.91109638 0.9215869  0.93167367 0.94057141 0.9493407
 0.95752384 0.96478151 0.97158379 0.97783414 0.98365559 0.98791128
 0.99184953 0.99531051 0.99809903 0.99967162 1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.        ]

Loadings for Subset_35:
                                                             PC1  \
HighBP                                              1.357193e-01   
HighChol                                            1.682004e-01   
CholCheck                                           6.462898e-03   
Smoker                                              1.776467e-01   
Stroke                                              6.565484e-02   
HeartDiseaseorAttack                                1.557444e-01   
PhysActivity                                       -2.010644e-01   
Fruits                                             -8.859382e-02   
Veggies                                            -8.946771e-02   
HvyAlcoholConsump                                  -3.179445e-03   
AnyHealthcare                                      -7.869029e-03   
NoDocbcCost                                         9.164467e-02   
DiffWalk                                            4.172380e-01   
BMI_Underweight                                    -1.033976e-25   
BMI_Healthy weight                                  0.000000e+00   
BMI_Overweight                                     -1.615587e-27   
BMI_Class 1 Obesity                                 4.038968e-28   
BMI_Class 2 Obesity                                 5.048710e-29   
BMI_Class 3 Obesity                                 1.485720e-17   
GenHlth_Excellent                                  -2.805583e-02   
GenHlth_Very good                                  -1.630973e-01   
GenHlth_Good                                       -2.389694e-01   
GenHlth_Fair                                        2.124791e-01   
GenHlth_Poor                                        2.176434e-01   
MentHlth_0                                         -2.838439e-01   
MentHlth_1-5                                        5.416691e-02   
MentHlth_6-10                                       2.203562e-02   
MentHlth_11-15                                      4.084161e-02   
MentHlth_16-20                                      2.374131e-02   
MentHlth_21-25                                      1.332040e-02   
MentHlth_26-30                                      1.297380e-01   
PhysHlth_0                                         -4.015623e-01   
PhysHlth_1-5                                        3.003672e-03   
PhysHlth_6-10                                       3.402182e-02   
PhysHlth_11-15                                      3.915897e-02   
PhysHlth_16-20                                      3.518514e-02   
PhysHlth_21-25                                      1.336880e-02   
PhysHlth_26-30                                      2.768239e-01   
Education_Never attended school or only kinderg...  1.106578e-03   
Education_Elementary                                1.242536e-02   
Education_Some high school                          4.355263e-02   
Education_High school graduate                      1.101785e-01   
Education_Some college or technical school          2.092848e-02   
Education_College graduate                         -1.881915e-01   
Income_Less than $10,000                            5.963825e-02   
Income_$10,000-$14,999                              7.357317e-02   
Income_$15,000-$19,999                              7.150649e-02   
Income_$20,000-$24,999                              5.333466e-02   
Income_$25,000-$34,999                              3.646717e-02   
Income_$35,000-$49,999                              2.505362e-03   
Income_$50,000-$74,999                             -4.945878e-02   
Income_$75,000 or more                             -2.475663e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            1.485720e-17   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           1.485720e-17   
Age_65+                                             0.000000e+00   

                                                             PC2  \
HighBP                                             -5.740756e-02   
HighChol                                           -7.290000e-02   
CholCheck                                          -1.079507e-02   
Smoker                                              2.353401e-01   
Stroke                                             -2.952731e-02   
HeartDiseaseorAttack                               -3.977582e-02   
PhysActivity                                       -1.315319e-01   
Fruits                                             -2.162152e-01   
Veggies                                            -1.935012e-01   
HvyAlcoholConsump                                   2.187857e-02   
AnyHealthcare                                      -3.787132e-02   
NoDocbcCost                                        -1.681913e-02   
DiffWalk                                           -3.685113e-02   
BMI_Underweight                                     2.710505e-20   
BMI_Healthy weight                                  0.000000e+00   
BMI_Overweight                                     -3.388132e-21   
BMI_Class 1 Obesity                                 1.694066e-21   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                 3.618267e-17   
GenHlth_Excellent                                   9.877303e-03   
GenHlth_Very good                                  -6.164970e-02   
GenHlth_Good                                        2.229699e-01   
GenHlth_Fair                                       -1.475139e-01   
GenHlth_Poor                                       -2.368360e-02   
MentHlth_0                                          1.719920e-01   
MentHlth_1-5                                       -7.783784e-02   
MentHlth_6-10                                      -3.296511e-02   
MentHlth_11-15                                     -1.075542e-02   
MentHlth_16-20                                     -6.579933e-03   
MentHlth_21-25                                      1.463833e-04   
MentHlth_26-30                                     -4.400012e-02   
PhysHlth_0                                          2.874633e-01   
PhysHlth_1-5                                       -1.650378e-01   
PhysHlth_6-10                                      -1.045918e-02   
PhysHlth_11-15                                     -1.231345e-02   
PhysHlth_16-20                                     -1.564419e-02   
PhysHlth_21-25                                     -1.002156e-02   
PhysHlth_26-30                                     -7.398715e-02   
Education_Never attended school or only kinderg...  2.407047e-05   
Education_Elementary                                4.778220e-03   
Education_Some high school                          7.437472e-04   
Education_High school graduate                      5.288648e-01   
Education_Some college or technical school         -6.749427e-02   
Education_College graduate                         -4.669166e-01   
Income_Less than $10,000                            4.180238e-03   
Income_$10,000-$14,999                              9.856347e-03   
Income_$15,000-$19,999                              4.065708e-02   
Income_$20,000-$24,999                              3.666860e-02   
Income_$25,000-$34,999                              3.046575e-02   
Income_$35,000-$49,999                              9.636162e-02   
Income_$50,000-$74,999                              6.158251e-02   
Income_$75,000 or more                             -2.797721e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            3.618278e-17   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           3.618278e-17   
Age_65+                                             0.000000e+00   

                                                             PC3  \
HighBP                                             -1.482358e-03   
HighChol                                           -4.925774e-02   
CholCheck                                           4.799764e-03   
Smoker                                             -7.050040e-04   
Stroke                                             -1.597923e-02   
HeartDiseaseorAttack                               -1.375228e-02   
PhysActivity                                       -5.621616e-02   
Fruits                                              2.091995e-02   
Veggies                                             5.179961e-02   
HvyAlcoholConsump                                   3.543715e-03   
AnyHealthcare                                       2.743385e-03   
NoDocbcCost                                         4.660126e-02   
DiffWalk                                           -2.119773e-02   
BMI_Underweight                                    -5.551115e-17   
BMI_Healthy weight                                 -5.551115e-17   
BMI_Overweight                                      1.665335e-16   
BMI_Class 1 Obesity                                -2.220446e-16   
BMI_Class 2 Obesity                                -0.000000e+00   
BMI_Class 3 Obesity                                 6.894764e-17   
GenHlth_Excellent                                   2.444749e-02   
GenHlth_Very good                                   1.714362e-01   
GenHlth_Good                                       -3.615043e-01   
GenHlth_Fair                                        1.646876e-01   
GenHlth_Poor                                        9.329308e-04   
MentHlth_0                                          2.582547e-01   
MentHlth_1-5                                       -1.778443e-01   
MentHlth_6-10                                      -2.320036e-02   
MentHlth_11-15                                     -5.555920e-03   
MentHlth_16-20                                     -3.803132e-04   
MentHlth_21-25                                     -4.667848e-03   
MentHlth_26-30                                     -4.660598e-02   
PhysHlth_0                                          1.534320e-01   
PhysHlth_1-5                                       -1.547748e-01   
PhysHlth_6-10                                      -1.208239e-02   
PhysHlth_11-15                                     -1.836518e-02   
PhysHlth_16-20                                     -1.029523e-02   
PhysHlth_21-25                                      4.706293e-04   
PhysHlth_26-30                                      4.161497e-02   
Education_Never attended school or only kinderg...  8.916182e-04   
Education_Elementary                               -4.805653e-04   
Education_Some high school                          2.859730e-03   
Education_High school graduate                     -3.033921e-01   
Education_Some college or technical school          6.462687e-01   
Education_College graduate                         -3.461475e-01   
Income_Less than $10,000                           -1.221330e-02   
Income_$10,000-$14,999                             -1.179710e-02   
Income_$15,000-$19,999                             -1.168454e-02   
Income_$20,000-$24,999                              1.186145e-02   
Income_$25,000-$34,999                             -1.353862e-03   
Income_$35,000-$49,999                              8.605386e-03   
Income_$50,000-$74,999                              1.061776e-01   
Income_$75,000 or more                             -8.959559e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -1.306537e-19   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -1.306537e-19   
Age_65+                                            -0.000000e+00   

                                                             PC4  \
HighBP                                              2.800033e-02   
HighChol                                            3.696813e-02   
CholCheck                                           9.273467e-04   
Smoker                                              9.076728e-02   
Stroke                                             -9.252170e-03   
HeartDiseaseorAttack                                2.598356e-02   
PhysActivity                                        9.395657e-02   
Fruits                                              1.795375e-01   
Veggies                                             1.634933e-01   
HvyAlcoholConsump                                   2.743179e-04   
AnyHealthcare                                       6.532003e-03   
NoDocbcCost                                         3.638107e-02   
DiffWalk                                            4.489156e-02   
BMI_Underweight                                     1.110223e-16   
BMI_Healthy weight                                 -0.000000e+00   
BMI_Overweight                                      6.938894e-18   
BMI_Class 1 Obesity                                -2.775558e-17   
BMI_Class 2 Obesity                                 2.775558e-17   
BMI_Class 3 Obesity                                 1.900102e-17   
GenHlth_Excellent                                  -2.357310e-02   
GenHlth_Very good                                  -2.061062e-01   
GenHlth_Good                                        5.556359e-01   
GenHlth_Fair                                       -4.070125e-01   
GenHlth_Poor                                        8.105593e-02   
MentHlth_0                                         -2.381829e-01   
MentHlth_1-5                                        1.515225e-01   
MentHlth_6-10                                       9.244009e-03   
MentHlth_11-15                                      2.411689e-02   
MentHlth_16-20                                      1.036270e-02   
MentHlth_21-25                                     -3.806453e-03   
MentHlth_26-30                                      4.674322e-02   
PhysHlth_0                                         -9.390092e-02   
PhysHlth_1-5                                        1.235440e-01   
PhysHlth_6-10                                       1.517083e-03   
PhysHlth_11-15                                     -1.383047e-02   
PhysHlth_16-20                                     -1.102493e-02   
PhysHlth_21-25                                     -6.086611e-04   
PhysHlth_26-30                                     -5.696075e-03   
Education_Never attended school or only kinderg... -6.686524e-04   
Education_Elementary                               -3.970632e-04   
Education_Some high school                         -1.880120e-03   
Education_High school graduate                     -2.352700e-01   
Education_Some college or technical school          4.167867e-01   
Education_College graduate                         -1.785709e-01   
Income_Less than $10,000                           -4.656008e-03   
Income_$10,000-$14,999                             -3.633590e-03   
Income_$15,000-$19,999                              2.708257e-02   
Income_$20,000-$24,999                             -1.242261e-02   
Income_$25,000-$34,999                              1.346515e-02   
Income_$35,000-$49,999                              3.324299e-02   
Income_$50,000-$74,999                              7.837697e-02   
Income_$75,000 or more                             -1.314555e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                            1.743561e-17   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                           1.743561e-17   
Age_65+                                            -0.000000e+00   

                                                             PC5  \
HighBP                                             -3.424300e-02   
HighChol                                           -2.502042e-01   
CholCheck                                           1.013503e-02   
Smoker                                              3.093632e-01   
Stroke                                              2.135593e-02   
HeartDiseaseorAttack                                7.937280e-02   
PhysActivity                                        3.005346e-01   
Fruits                                              6.198502e-01   
Veggies                                             3.684129e-01   
HvyAlcoholConsump                                   3.700568e-03   
AnyHealthcare                                       2.102114e-02   
NoDocbcCost                                        -2.931573e-02   
DiffWalk                                            1.413679e-01   
BMI_Underweight                                     5.551115e-17   
BMI_Healthy weight                                  2.775558e-17   
BMI_Overweight                                     -4.336809e-19   
BMI_Class 1 Obesity                                -5.551115e-17   
BMI_Class 2 Obesity                                 2.775558e-17   
BMI_Class 3 Obesity                                 7.749908e-17   
GenHlth_Excellent                                   2.802107e-02   
GenHlth_Very good                                   5.816187e-02   
GenHlth_Good                                       -1.419953e-01   
GenHlth_Fair                                       -7.878068e-02   
GenHlth_Poor                                        1.345931e-01   
MentHlth_0                                          1.313309e-01   
MentHlth_1-5                                       -1.099952e-01   
MentHlth_6-10                                      -3.018883e-02   
MentHlth_11-15                                     -1.445148e-02   
MentHlth_16-20                                     -7.005294e-03   
MentHlth_21-25                                      3.223854e-03   
MentHlth_26-30                                      2.708610e-02   
PhysHlth_0                                          1.481902e-02   
PhysHlth_1-5                                       -1.675771e-01   
PhysHlth_6-10                                      -7.589126e-03   
PhysHlth_11-15                                      3.153915e-03   
PhysHlth_16-20                                      4.400892e-03   
PhysHlth_21-25                                     -8.315833e-04   
PhysHlth_26-30                                      1.536240e-01   
Education_Never attended school or only kinderg... -5.659488e-04   
Education_Elementary                               -9.286350e-04   
Education_Some high school                          5.278630e-03   
Education_High school graduate                      1.857689e-01   
Education_Some college or technical school         -1.699778e-01   
Education_College graduate                         -1.957516e-02   
Income_Less than $10,000                           -7.335873e-04   
Income_$10,000-$14,999                              1.689986e-02   
Income_$15,000-$19,999                              1.838857e-02   
Income_$20,000-$24,999                              2.488569e-02   
Income_$25,000-$34,999                             -7.517623e-03   
Income_$35,000-$49,999                              3.465694e-02   
Income_$50,000-$74,999                             -3.517780e-02   
Income_$75,000 or more                             -5.140205e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                            6.085512e-17   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                           6.085512e-17   
Age_65+                                            -0.000000e+00   

                                                             PC6  \
HighBP                                              2.595016e-01   
HighChol                                            6.723995e-01   
CholCheck                                           2.562487e-02   
Smoker                                              2.410538e-01   
Stroke                                              2.484106e-02   
HeartDiseaseorAttack                                1.992872e-01   
PhysActivity                                        1.352004e-01   
Fruits                                             -1.158317e-01   
Veggies                                             4.714746e-02   
HvyAlcoholConsump                                   2.062230e-02   
AnyHealthcare                                       2.096493e-02   
NoDocbcCost                                         4.585264e-03   
DiffWalk                                           -1.230530e-02   
BMI_Underweight                                    -0.000000e+00   
BMI_Healthy weight                                 -2.775558e-17   
BMI_Overweight                                     -0.000000e+00   
BMI_Class 1 Obesity                                -1.387779e-17   
BMI_Class 2 Obesity                                 1.387779e-17   
BMI_Class 3 Obesity                                 6.527440e-17   
GenHlth_Excellent                                   1.341105e-03   
GenHlth_Very good                                   5.823169e-02   
GenHlth_Good                                       -2.236126e-02   
GenHlth_Fair                                       -1.818681e-01   
GenHlth_Poor                                        1.446566e-01   
MentHlth_0                                          3.454338e-02   
MentHlth_1-5                                       -5.931092e-02   
MentHlth_6-10                                      -1.254785e-02   
MentHlth_11-15                                      4.220574e-03   
MentHlth_16-20                                     -7.966474e-03   
MentHlth_21-25                                      8.103826e-03   
MentHlth_26-30                                      3.295747e-02   
PhysHlth_0                                          3.452901e-01   
PhysHlth_1-5                                       -3.142966e-01   
PhysHlth_6-10                                      -5.680109e-02   
PhysHlth_11-15                                     -3.384416e-02   
PhysHlth_16-20                                      7.347325e-03   
PhysHlth_21-25                                     -2.516056e-03   
PhysHlth_26-30                                      5.482056e-02   
Education_Never attended school or only kinderg... -1.252194e-04   
Education_Elementary                                1.737297e-02   
Education_Some high school                          2.462097e-02   
Education_High school graduate                     -1.359421e-01   
Education_Some college or technical school         -7.542430e-02   
Education_College graduate                          1.694977e-01   
Income_Less than $10,000                            2.329647e-02   
Income_$10,000-$14,999                              7.339447e-03   
Income_$15,000-$19,999                              1.257291e-02   
Income_$20,000-$24,999                             -1.562189e-02   
Income_$25,000-$34,999                             -9.067291e-03   
Income_$35,000-$49,999                             -4.264863e-02   
Income_$50,000-$74,999                              7.207489e-03   
Income_$75,000 or more                              1.692150e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                            5.483502e-17   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                           5.483502e-17   
Age_65+                                            -0.000000e+00   

                                                             PC7  \
HighBP                                              1.251794e-01   
HighChol                                            2.955773e-01   
CholCheck                                           1.110134e-02   
Smoker                                              1.792282e-01   
Stroke                                             -4.018849e-02   
HeartDiseaseorAttack                               -2.224185e-02   
PhysActivity                                        4.427531e-01   
Fruits                                              1.126285e-01   
Veggies                                             6.624831e-02   
HvyAlcoholConsump                                  -6.087883e-05   
AnyHealthcare                                      -3.033684e-02   
NoDocbcCost                                         1.656213e-02   
DiffWalk                                           -2.134167e-01   
BMI_Underweight                                     1.387779e-17   
BMI_Healthy weight                                  5.551115e-17   
BMI_Overweight                                      0.000000e+00   
BMI_Class 1 Obesity                                -2.775558e-17   
BMI_Class 2 Obesity                                -1.110223e-16   
BMI_Class 3 Obesity                                -5.321036e-17   
GenHlth_Excellent                                  -5.643037e-03   
GenHlth_Very good                                  -1.321017e-01   
GenHlth_Good                                       -2.455540e-02   
GenHlth_Fair                                        4.778596e-01   
GenHlth_Poor                                       -3.155595e-01   
MentHlth_0                                         -8.456144e-02   
MentHlth_1-5                                        1.443877e-01   
MentHlth_6-10                                       2.521603e-02   
MentHlth_11-15                                     -2.357430e-03   
MentHlth_16-20                                      5.714528e-03   
MentHlth_21-25                                     -6.470618e-03   
MentHlth_26-30                                     -8.192882e-02   
PhysHlth_0                                         -6.145813e-02   
PhysHlth_1-5                                        2.295840e-01   
PhysHlth_6-10                                       6.695905e-02   
PhysHlth_11-15                                      3.369975e-02   
PhysHlth_16-20                                      5.694450e-03   
PhysHlth_21-25                                     -1.030220e-03   
PhysHlth_26-30                                     -2.734489e-01   
Education_Never attended school or only kinderg... -2.433134e-03   
Education_Elementary                               -1.400296e-03   
Education_Some high school                          6.971261e-04   
Education_High school graduate                      1.357677e-01   
Education_Some college or technical school          3.524936e-02   
Education_College graduate                         -1.678808e-01   
Income_Less than $10,000                           -1.634873e-02   
Income_$10,000-$14,999                             -1.722036e-02   
Income_$15,000-$19,999                             -2.400173e-02   
Income_$20,000-$24,999                              1.539652e-02   
Income_$25,000-$34,999                             -3.729804e-02   
Income_$35,000-$49,999                              5.818284e-02   
Income_$50,000-$74,999                              1.334498e-01   
Income_$75,000 or more                             -1.121603e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            4.162220e-17   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           4.162220e-17   
Age_65+                                             0.000000e+00   

                                                             PC8  \
HighBP                                             -2.126026e-01   
HighChol                                           -2.717521e-01   
CholCheck                                          -9.489280e-03   
Smoker                                              5.500033e-01   
Stroke                                             -1.037928e-02   
HeartDiseaseorAttack                               -4.287903e-02   
PhysActivity                                        1.590228e-01   
Fruits                                             -2.656535e-01   
Veggies                                            -9.396621e-02   
HvyAlcoholConsump                                   2.782502e-02   
AnyHealthcare                                       1.087524e-02   
NoDocbcCost                                         3.391631e-03   
DiffWalk                                           -1.320785e-01   
BMI_Underweight                                     2.775558e-17   
BMI_Healthy weight                                  1.387779e-17   
BMI_Overweight                                      4.857226e-17   
BMI_Class 1 Obesity                                -1.387779e-17   
BMI_Class 2 Obesity                                -6.938894e-18   
BMI_Class 3 Obesity                                 1.016060e-16   
GenHlth_Excellent                                   4.032749e-03   
GenHlth_Very good                                   1.767967e-01   
GenHlth_Good                                       -1.678301e-01   
GenHlth_Fair                                       -4.726147e-02   
GenHlth_Poor                                        3.426215e-02   
MentHlth_0                                         -4.191531e-01   
MentHlth_1-5                                        2.362156e-01   
MentHlth_6-10                                       5.164699e-02   
MentHlth_11-15                                      2.323082e-02   
MentHlth_16-20                                      1.271354e-02   
MentHlth_21-25                                      8.662499e-03   
MentHlth_26-30                                      8.668364e-02   
PhysHlth_0                                          1.020427e-01   
PhysHlth_1-5                                       -6.352231e-02   
PhysHlth_6-10                                      -3.260866e-03   
PhysHlth_11-15                                     -2.006582e-02   
PhysHlth_16-20                                      7.190326e-03   
PhysHlth_21-25                                      4.537262e-03   
PhysHlth_26-30                                     -2.692126e-02   
Education_Never attended school or only kinderg...  1.865940e-04   
Education_Elementary                                8.399031e-03   
Education_Some high school                          1.975116e-02   
Education_High school graduate                     -6.985674e-02   
Education_Some college or technical school          8.116537e-02   
Education_College graduate                         -3.964542e-02   
Income_Less than $10,000                            1.190347e-02   
Income_$10,000-$14,999                              1.214680e-02   
Income_$15,000-$19,999                             -2.317418e-02   
Income_$20,000-$24,999                              1.469186e-02   
Income_$25,000-$34,999                             -5.612168e-02   
Income_$35,000-$49,999                             -1.469377e-01   
Income_$50,000-$74,999                             -1.006282e-01   
Income_$75,000 or more                              2.881197e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            1.387759e-16   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           1.387759e-16   
Age_65+                                             0.000000e+00   

                                                             PC9  \
HighBP                                              7.011524e-02   
HighChol                                            1.098236e-01   
CholCheck                                           1.720409e-02   
Smoker                                              4.575707e-01   
Stroke                                             -1.187653e-02   
HeartDiseaseorAttack                                1.252605e-02   
PhysActivity                                       -3.079955e-01   
Fruits                                             -5.343105e-02   
Veggies                                             1.540931e-01   
HvyAlcoholConsump                                   3.946152e-02   
AnyHealthcare                                       2.276554e-02   
NoDocbcCost                                        -1.223850e-01   
DiffWalk                                            3.913522e-02   
BMI_Underweight                                     1.353084e-16   
BMI_Healthy weight                                  8.326673e-17   
BMI_Overweight                                      1.110223e-16   
BMI_Class 1 Obesity                                -1.179612e-16   
BMI_Class 2 Obesity                                 5.551115e-17   
BMI_Class 3 Obesity                                 1.474452e-16   
GenHlth_Excellent                                  -2.837025e-02   
GenHlth_Very good                                  -1.157617e-01   
GenHlth_Good                                        1.592237e-01   
GenHlth_Fair                                        5.099524e-02   
GenHlth_Poor                                       -6.608704e-02   
MentHlth_0                                          4.018555e-01   
MentHlth_1-5                                       -1.901954e-01   
MentHlth_6-10                                      -2.861864e-02   
MentHlth_11-15                                     -3.435055e-02   
MentHlth_16-20                                     -1.837913e-02   
MentHlth_21-25                                     -3.047360e-03   
MentHlth_26-30                                     -1.272644e-01   
PhysHlth_0                                         -2.456753e-01   
PhysHlth_1-5                                        2.621647e-01   
PhysHlth_6-10                                       2.295350e-02   
PhysHlth_11-15                                     -1.062615e-02   
PhysHlth_16-20                                     -2.480505e-03   
PhysHlth_21-25                                      5.239785e-03   
PhysHlth_26-30                                     -3.157607e-02   
Education_Never attended school or only kinderg...  4.713172e-04   
Education_Elementary                                6.876578e-03   
Education_Some high school                          3.245864e-03   
Education_High school graduate                     -1.482009e-02   
Education_Some college or technical school          4.940425e-02   
Education_College graduate                         -4.517792e-02   
Income_Less than $10,000                           -3.390789e-02   
Income_$10,000-$14,999                             -2.527187e-02   
Income_$15,000-$19,999                             -6.692929e-03   
Income_$20,000-$24,999                             -1.134743e-02   
Income_$25,000-$34,999                             -4.075432e-02   
Income_$35,000-$49,999                             -1.096752e-01   
Income_$50,000-$74,999                             -1.969815e-01   
Income_$75,000 or more                              4.246311e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            1.203583e-16   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           1.203583e-16   
Age_65+                                             0.000000e+00   

                                                            PC10  ...  PC49  \
HighBP                                             -1.000623e-02  ...  -0.0   
HighChol                                           -1.594063e-01  ...  -0.0   
CholCheck                                          -6.799027e-03  ...  -0.0   
Smoker                                              8.720985e-02  ...  -0.0   
Stroke                                              3.390262e-02  ...  -0.0   
HeartDiseaseorAttack                                8.840877e-02  ...  -0.0   
PhysActivity                                        5.162197e-01  ...  -0.0   
Fruits                                             -4.739118e-01  ...  -0.0   
Veggies                                            -2.569068e-02  ...  -0.0   
HvyAlcoholConsump                                  -1.633305e-02  ...  -0.0   
AnyHealthcare                                       1.284794e-02  ...  -0.0   
NoDocbcCost                                         2.415963e-02  ...  -0.0   
DiffWalk                                            8.630041e-03  ...  -0.0   
BMI_Underweight                                    -3.469447e-17  ...  -0.0   
BMI_Healthy weight                                  2.081668e-17  ...  -0.0   
BMI_Overweight                                     -3.816392e-17  ...  -0.0   
BMI_Class 1 Obesity                                 1.422473e-16  ...  -0.0   
BMI_Class 2 Obesity                                -1.387779e-16  ...  -0.0   
BMI_Class 3 Obesity                                -4.956887e-18  ...  -0.0   
GenHlth_Excellent                                  -1.362779e-04  ...  -0.0   
GenHlth_Very good                                   7.283902e-02  ...  -0.0   
GenHlth_Good                                       -1.357819e-02  ...  -0.0   
GenHlth_Fair                                       -1.735705e-01  ...  -0.0   
GenHlth_Poor                                        1.144460e-01  ...  -0.0   
MentHlth_0                                          3.019263e-01  ...  -0.0   
MentHlth_1-5                                       -2.218796e-01  ...  -0.0   
MentHlth_6-10                                      -3.982046e-02  ...  -0.0   
MentHlth_11-15                                     -1.262309e-02  ...  -0.0   
MentHlth_16-20                                     -5.777926e-03  ...  -0.0   
MentHlth_21-25                                     -1.046654e-03  ...  -0.0   
MentHlth_26-30                                     -2.077855e-02  ...  -0.0   
PhysHlth_0                                         -2.933865e-01  ...  -0.0   
PhysHlth_1-5                                        2.246643e-01  ...  -0.0   
PhysHlth_6-10                                      -1.596318e-02  ...  -0.0   
PhysHlth_11-15                                     -1.060498e-02  ...  -0.0   
PhysHlth_16-20                                     -1.649204e-02  ...  -0.0   
PhysHlth_21-25                                     -1.368497e-02  ...  -0.0   
PhysHlth_26-30                                      1.254674e-01  ...  -0.0   
Education_Never attended school or only kinderg...  1.767560e-03  ...  -0.0   
Education_Elementary                                9.642778e-03  ...  -0.0   
Education_Some high school                          2.693964e-02  ...  -0.0   
Education_High school graduate                     -1.049067e-01  ...  -0.0   
Education_Some college or technical school         -4.966003e-02  ...  -0.0   
Education_College graduate                          1.162168e-01  ...  -0.0   
Income_Less than $10,000                            1.389371e-02  ...  -0.0   
Income_$10,000-$14,999                              2.899998e-02  ...  -0.0   
Income_$15,000-$19,999                              1.380686e-02  ...  -0.0   
Income_$20,000-$24,999                             -2.571968e-02  ...  -0.0   
Income_$25,000-$34,999                             -1.742211e-03  ...  -0.0   
Income_$35,000-$49,999                              4.446118e-02  ...  -0.0   
Income_$50,000-$74,999                              1.707931e-01  ...  -0.0   
Income_$75,000 or more                             -2.444929e-01  ...  -0.0   
Sex_Female                                          0.000000e+00  ...  -0.0   
Sex_Male                                            2.494152e-17  ...  -0.0   
Age_18-29                                           0.000000e+00  ...   1.0   
Age_30-49                                           0.000000e+00  ...  -0.0   
Age_50-64                                           2.494152e-17  ...  -0.0   
Age_65+                                             0.000000e+00  ...  -0.0   

                                                    PC50          PC51  \
HighBP                                               0.0 -0.000000e+00   
HighChol                                             0.0 -5.204646e-29   
CholCheck                                            0.0  7.460291e-28   
Smoker                                               0.0  1.145174e-27   
Stroke                                               0.0 -4.064838e-28   
HeartDiseaseorAttack                                 0.0 -8.493312e-29   
PhysActivity                                         0.0 -8.508737e-29   
Fruits                                               0.0  1.248067e-29   
Veggies                                              0.0 -3.841215e-29   
HvyAlcoholConsump                                    0.0 -1.881050e-28   
AnyHealthcare                                        0.0  5.089374e-28   
NoDocbcCost                                          0.0  2.178533e-28   
DiffWalk                                             0.0 -1.535146e-28   
BMI_Underweight                                      0.0  1.963563e-13   
BMI_Healthy weight                                   0.0 -2.287527e-13   
BMI_Overweight                                       0.0  2.102097e-13   
BMI_Class 1 Obesity                                  0.0  4.596924e-13   
BMI_Class 2 Obesity                                  0.0  4.413419e-13   
BMI_Class 3 Obesity                                  0.0 -1.644681e-13   
GenHlth_Excellent                                    0.0  5.345448e-14   
GenHlth_Very good                                    0.0  5.345448e-14   
GenHlth_Good                                         0.0  5.345448e-14   
GenHlth_Fair                                         0.0  5.345448e-14   
GenHlth_Poor                                         0.0  5.345448e-14   
MentHlth_0                                           0.0 -6.140936e-14   
MentHlth_1-5                                         0.0 -6.140936e-14   
MentHlth_6-10                                        0.0 -6.140936e-14   
MentHlth_11-15                                       0.0 -6.140936e-14   
MentHlth_16-20                                       0.0 -6.140936e-14   
MentHlth_21-25                                       0.0 -6.140936e-14   
MentHlth_26-30                                       0.0 -6.140936e-14   
PhysHlth_0                                           0.0 -8.227139e-14   
PhysHlth_1-5                                         0.0 -8.227139e-14   
PhysHlth_6-10                                        0.0 -8.227139e-14   
PhysHlth_11-15                                       0.0 -8.227139e-14   
PhysHlth_16-20                                       0.0 -8.227139e-14   
PhysHlth_21-25                                       0.0 -8.227139e-14   
PhysHlth_26-30                                       0.0 -8.227139e-14   
Education_Never attended school or only kinderg...   0.0 -2.005838e-13   
Education_Elementary                                 0.0 -2.005838e-13   
Education_Some high school                           0.0 -2.005838e-13   
Education_High school graduate                       0.0 -2.005838e-13   
Education_Some college or technical school           0.0 -2.005838e-13   
Education_College graduate                           0.0 -2.005838e-13   
Income_Less than $10,000                             0.0  1.701613e-14   
Income_$10,000-$14,999                               0.0  1.701613e-14   
Income_$15,000-$19,999                               0.0  1.701613e-14   
Income_$20,000-$24,999                               0.0  1.701613e-14   
Income_$25,000-$34,999                               0.0  1.701613e-14   
Income_$35,000-$49,999                               0.0  1.701613e-14   
Income_$50,000-$74,999                               0.0  1.701613e-14   
Income_$75,000 or more                               0.0  1.701613e-14   
Sex_Female                                           0.0  1.000000e+00   
Sex_Male                                             0.0  3.058030e-07   
Age_18-29                                            0.0 -0.000000e+00   
Age_30-49                                            1.0 -0.000000e+00   
Age_50-64                                            0.0 -3.058073e-07   
Age_65+                                              0.0 -0.000000e+00   

                                                            PC52  \
HighBP                                             -0.000000e+00   
HighChol                                            1.964688e-22   
CholCheck                                          -1.637310e-21   
Smoker                                             -2.727879e-21   
Stroke                                              7.782023e-22   
HeartDiseaseorAttack                                2.321228e-22   
PhysActivity                                        2.516059e-22   
Fruits                                             -5.894264e-23   
Veggies                                            -1.380415e-23   
HvyAlcoholConsump                                   2.517972e-22   
AnyHealthcare                                      -1.047135e-21   
NoDocbcCost                                        -4.985920e-22   
DiffWalk                                            3.647485e-22   
BMI_Underweight                                    -4.540267e-07   
BMI_Healthy weight                                  5.289707e-07   
BMI_Overweight                                     -4.860824e-07   
BMI_Class 1 Obesity                                -1.062985e-06   
BMI_Class 2 Obesity                                -1.020550e-06   
BMI_Class 3 Obesity                                 3.802899e-07   
GenHlth_Excellent                                  -1.236036e-07   
GenHlth_Very good                                  -1.236036e-07   
GenHlth_Good                                       -1.236036e-07   
GenHlth_Fair                                       -1.236036e-07   
GenHlth_Poor                                       -1.236036e-07   
MentHlth_0                                          1.420085e-07   
MentHlth_1-5                                        1.420085e-07   
MentHlth_6-10                                       1.420085e-07   
MentHlth_11-15                                      1.420085e-07   
MentHlth_16-20                                      1.420085e-07   
MentHlth_21-25                                      1.420085e-07   
MentHlth_26-30                                      1.420085e-07   
PhysHlth_0                                          1.902429e-07   
PhysHlth_1-5                                        1.902429e-07   
PhysHlth_6-10                                       1.902429e-07   
PhysHlth_11-15                                      1.902429e-07   
PhysHlth_16-20                                      1.902429e-07   
PhysHlth_21-25                                      1.902429e-07   
PhysHlth_26-30                                      1.902429e-07   
Education_Never attended school or only kinderg...  4.638181e-07   
Education_Elementary                                4.638181e-07   
Education_Some high school                          4.638181e-07   
Education_High school graduate                      4.638181e-07   
Education_Some college or technical school          4.638181e-07   
Education_College graduate                          4.638181e-07   
Income_Less than $10,000                           -3.936245e-08   
Income_$10,000-$14,999                             -3.936245e-08   
Income_$15,000-$19,999                             -3.936245e-08   
Income_$20,000-$24,999                             -3.936245e-08   
Income_$25,000-$34,999                             -3.936245e-08   
Income_$35,000-$49,999                             -3.936245e-08   
Income_$50,000-$74,999                             -3.936245e-08   
Income_$75,000 or more                             -3.936245e-08   
Sex_Female                                          4.324738e-07   
Sex_Male                                           -7.071019e-01   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                           7.071117e-01   
Age_65+                                            -0.000000e+00   

                                                            PC53  \
HighBP                                             -0.000000e+00   
HighChol                                           -2.543364e-18   
CholCheck                                          -1.419952e-16   
Smoker                                             -3.504520e-16   
Stroke                                              2.995872e-17   
HeartDiseaseorAttack                                4.330130e-17   
PhysActivity                                        3.754310e-17   
Fruits                                             -5.666370e-18   
Veggies                                             1.305253e-17   
HvyAlcoholConsump                                   3.068517e-17   
AnyHealthcare                                      -1.164521e-16   
NoDocbcCost                                        -5.299929e-17   
DiffWalk                                            3.110697e-17   
BMI_Underweight                                     8.798748e-03   
BMI_Healthy weight                                  9.163393e-02   
BMI_Overweight                                     -5.934558e-02   
BMI_Class 1 Obesity                                -1.490338e-01   
BMI_Class 2 Obesity                                -1.348033e-01   
BMI_Class 3 Obesity                                -1.395647e-02   
GenHlth_Excellent                                  -5.803780e-03   
GenHlth_Very good                                  -5.803780e-03   
GenHlth_Good                                       -5.803780e-03   
GenHlth_Fair                                       -5.803780e-03   
GenHlth_Poor                                       -5.803780e-03   
MentHlth_0                                          3.820127e-02   
MentHlth_1-5                                        3.820127e-02   
MentHlth_6-10                                       3.820127e-02   
MentHlth_11-15                                      3.820127e-02   
MentHlth_16-20                                      3.820127e-02   
MentHlth_21-25                                      3.820127e-02   
MentHlth_26-30                                      3.820127e-02   
PhysHlth_0                                          2.829084e-02   
PhysHlth_1-5                                        2.829084e-02   
PhysHlth_6-10                                       2.829084e-02   
PhysHlth_11-15                                      2.829084e-02   
PhysHlth_16-20                                      2.829084e-02   
PhysHlth_21-25                                      2.829084e-02   
PhysHlth_26-30                                      2.829084e-02   
Education_Never attended school or only kinderg...  3.718371e-02   
Education_Elementary                                3.718371e-02   
Education_Some high school                          3.718371e-02   
Education_High school graduate                      3.718371e-02   
Education_Some college or technical school          3.718371e-02   
Education_College graduate                          3.718371e-02   
Income_Less than $10,000                           -4.801835e-02   
Income_$10,000-$14,999                             -4.801835e-02   
Income_$15,000-$19,999                             -4.801835e-02   
Income_$20,000-$24,999                             -4.801835e-02   
Income_$25,000-$34,999                             -4.801835e-02   
Income_$35,000-$49,999                             -4.801835e-02   
Income_$50,000-$74,999                             -4.801835e-02   
Income_$75,000 or more                             -4.801835e-02   
Sex_Female                                         -1.110223e-16   
Sex_Male                                            6.725740e-01   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                           6.725638e-01   
Age_65+                                            -0.000000e+00   

                                                            PC54  \
HighBP                                              0.000000e+00   
HighChol                                           -1.119080e-16   
CholCheck                                           7.118727e-16   
Smoker                                              1.492351e-16   
Stroke                                             -4.584043e-16   
HeartDiseaseorAttack                                7.356975e-17   
PhysActivity                                        6.207351e-18   
Fruits                                              7.774213e-18   
Veggies                                             1.292675e-16   
HvyAlcoholConsump                                   2.127223e-16   
AnyHealthcare                                       7.379271e-16   
NoDocbcCost                                         2.357229e-16   
DiffWalk                                           -6.259564e-17   
BMI_Underweight                                     1.400628e-01   
BMI_Healthy weight                                 -1.993762e-01   
BMI_Overweight                                      1.161929e-01   
BMI_Class 1 Obesity                                 4.398878e-01   
BMI_Class 2 Obesity                                 3.359823e-01   
BMI_Class 3 Obesity                                -4.023488e-01   
GenHlth_Excellent                                  -7.341285e-02   
GenHlth_Very good                                  -7.341285e-02   
GenHlth_Good                                       -7.341285e-02   
GenHlth_Fair                                       -7.341285e-02   
GenHlth_Poor                                       -7.341285e-02   
MentHlth_0                                         -3.223804e-02   
MentHlth_1-5                                       -3.223804e-02   
MentHlth_6-10                                      -3.223804e-02   
MentHlth_11-15                                     -3.223804e-02   
MentHlth_16-20                                     -3.223804e-02   
MentHlth_21-25                                     -3.223804e-02   
MentHlth_26-30                                     -3.223804e-02   
PhysHlth_0                                         -1.682655e-01   
PhysHlth_1-5                                       -1.682655e-01   
PhysHlth_6-10                                      -1.682655e-01   
PhysHlth_11-15                                     -1.682655e-01   
PhysHlth_16-20                                     -1.682655e-01   
PhysHlth_21-25                                     -1.682655e-01   
PhysHlth_26-30                                     -1.682655e-01   
Education_Never attended school or only kinderg... -7.224335e-02   
Education_Elementary                               -7.224335e-02   
Education_Some high school                         -7.224335e-02   
Education_High school graduate                     -7.224335e-02   
Education_Some college or technical school         -7.224335e-02   
Education_College graduate                         -7.224335e-02   
Income_Less than $10,000                           -1.487592e-01   
Income_$10,000-$14,999                             -1.487592e-01   
Income_$15,000-$19,999                             -1.487592e-01   
Income_$20,000-$24,999                             -1.487592e-01   
Income_$25,000-$34,999                             -1.487592e-01   
Income_$35,000-$49,999                             -1.487592e-01   
Income_$50,000-$74,999                             -1.487592e-01   
Income_$75,000 or more                             -1.487592e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            9.512170e-02   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           9.512257e-02   
Age_65+                                             0.000000e+00   

                                                            PC55  \
HighBP                                             -0.000000e+00   
HighChol                                           -2.797700e-17   
CholCheck                                           3.445818e-16   
Smoker                                              2.216040e-17   
Stroke                                             -7.373153e-17   
HeartDiseaseorAttack                               -6.724531e-17   
PhysActivity                                       -3.114106e-17   
Fruits                                             -5.450083e-17   
Veggies                                            -5.470727e-17   
HvyAlcoholConsump                                  -2.229262e-16   
AnyHealthcare                                      -1.843135e-16   
NoDocbcCost                                        -1.107529e-16   
DiffWalk                                           -4.866759e-17   
BMI_Underweight                                     3.603854e-01   
BMI_Healthy weight                                 -5.582246e-02   
BMI_Overweight                                     -2.649556e-02   
BMI_Class 1 Obesity                                 3.655229e-02   
BMI_Class 2 Obesity                                 1.549510e-01   
BMI_Class 3 Obesity                                 7.012935e-03   
GenHlth_Excellent                                   1.113183e-01   
GenHlth_Very good                                   1.113183e-01   
GenHlth_Good                                        1.113183e-01   
GenHlth_Fair                                        1.113183e-01   
GenHlth_Poor                                        1.113183e-01   
MentHlth_0                                          2.185064e-02   
MentHlth_1-5                                        2.185064e-02   
MentHlth_6-10                                       2.185064e-02   
MentHlth_11-15                                      2.185064e-02   
MentHlth_16-20                                      2.185064e-02   
MentHlth_21-25                                      2.185064e-02   
MentHlth_26-30                                      2.185064e-02   
PhysHlth_0                                          2.052879e-01   
PhysHlth_1-5                                        2.052879e-01   
PhysHlth_6-10                                       2.052879e-01   
PhysHlth_11-15                                      2.052879e-01   
PhysHlth_16-20                                      2.052879e-01   
PhysHlth_21-25                                      2.052879e-01   
PhysHlth_26-30                                      2.052879e-01   
Education_Never attended school or only kinderg... -2.803009e-01   
Education_Elementary                               -2.803009e-01   
Education_Some high school                         -2.803009e-01   
Education_High school graduate                     -2.803009e-01   
Education_Some college or technical school         -2.803009e-01   
Education_College graduate                         -2.803009e-01   
Income_Less than $10,000                           -3.146035e-02   
Income_$10,000-$14,999                             -3.146035e-02   
Income_$15,000-$19,999                             -3.146035e-02   
Income_$20,000-$24,999                             -3.146035e-02   
Income_$25,000-$34,999                             -3.146035e-02   
Income_$35,000-$49,999                             -3.146035e-02   
Income_$50,000-$74,999                             -3.146035e-02   
Income_$75,000 or more                             -3.146035e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                            2.526719e-02   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                           2.526813e-02   
Age_65+                                            -0.000000e+00   

                                                            PC56  \
HighBP                                             -0.000000e+00   
HighChol                                           -3.179205e-17   
CholCheck                                           2.596944e-16   
Smoker                                             -2.439815e-17   
Stroke                                              1.993402e-16   
HeartDiseaseorAttack                                4.025764e-17   
PhysActivity                                        9.260323e-17   
Fruits                                              1.664164e-17   
Veggies                                            -8.380812e-17   
HvyAlcoholConsump                                   1.724245e-16   
AnyHealthcare                                       1.170566e-16   
NoDocbcCost                                         7.500185e-17   
DiffWalk                                            2.725193e-17   
BMI_Underweight                                    -3.958201e-01   
BMI_Healthy weight                                  5.784772e-01   
BMI_Overweight                                      6.014451e-01   
BMI_Class 1 Obesity                                 2.089229e-01   
BMI_Class 2 Obesity                                -6.360397e-02   
BMI_Class 3 Obesity                                 1.354307e-01   
GenHlth_Excellent                                  -6.151198e-03   
GenHlth_Very good                                  -6.151198e-03   
GenHlth_Good                                       -6.151198e-03   
GenHlth_Fair                                       -6.151198e-03   
GenHlth_Poor                                       -6.151198e-03   
MentHlth_0                                          4.929369e-03   
MentHlth_1-5                                        4.929369e-03   
MentHlth_6-10                                       4.929369e-03   
MentHlth_11-15                                      4.929369e-03   
MentHlth_16-20                                      4.929369e-03   
MentHlth_21-25                                      4.929369e-03   
MentHlth_26-30                                      4.929369e-03   
PhysHlth_0                                          2.138850e-04   
PhysHlth_1-5                                        2.138850e-04   
PhysHlth_6-10                                       2.138850e-04   
PhysHlth_11-15                                      2.138850e-04   
PhysHlth_16-20                                      2.138850e-04   
PhysHlth_21-25                                      2.138850e-04   
PhysHlth_26-30                                      2.138850e-04   
Education_Never attended school or only kinderg... -1.110427e-01   
Education_Elementary                               -1.110427e-01   
Education_Some high school                         -1.110427e-01   
Education_High school graduate                     -1.110427e-01   
Education_Some college or technical school         -1.110427e-01   
Education_College graduate                         -1.110427e-01   
Income_Less than $10,000                           -2.732466e-02   
Income_$10,000-$14,999                             -2.732466e-02   
Income_$15,000-$19,999                             -2.732466e-02   
Income_$20,000-$24,999                             -2.732466e-02   
Income_$25,000-$34,999                             -2.732466e-02   
Income_$35,000-$49,999                             -2.732466e-02   
Income_$50,000-$74,999                             -2.732466e-02   
Income_$75,000 or more                             -2.732466e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                            1.736516e-02   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                           1.736521e-02   
Age_65+                                            -0.000000e+00   

                                                            PC57          PC58  
HighBP                                              0.000000e+00 -0.000000e+00  
HighChol                                            1.678620e-16  1.017346e-17  
CholCheck                                          -7.824534e-16 -1.704320e-16  
Smoker                                             -6.983801e-17 -1.017053e-16  
Stroke                                             -7.627228e-17  4.480183e-16  
HeartDiseaseorAttack                                8.572874e-17  1.360567e-16  
PhysActivity                                       -9.383547e-17 -5.017301e-17  
Fruits                                             -1.766190e-17  5.837237e-17  
Veggies                                             3.954906e-17 -2.373067e-16  
HvyAlcoholConsump                                  -1.961023e-16  1.294332e-16  
AnyHealthcare                                      -2.782585e-16 -2.529545e-16  
NoDocbcCost                                         1.367869e-16  9.193529e-17  
DiffWalk                                           -4.335133e-17  4.652587e-17  
BMI_Underweight                                    -4.683724e-02 -3.079431e-01  
BMI_Healthy weight                                 -1.787688e-01  2.764164e-01  
BMI_Overweight                                      2.066126e-01 -4.085503e-01  
BMI_Class 1 Obesity                                 2.889071e-01  1.609773e-01  
BMI_Class 2 Obesity                                 2.151413e-01  5.672821e-01  
BMI_Class 3 Obesity                                -1.239287e-01  1.458604e-01  
GenHlth_Excellent                                  -1.127395e-01  1.497858e-01  
GenHlth_Very good                                  -1.127395e-01  1.497858e-01  
GenHlth_Good                                       -1.127395e-01  1.497858e-01  
GenHlth_Fair                                       -1.127395e-01  1.497858e-01  
GenHlth_Poor                                       -1.127395e-01  1.497858e-01  
MentHlth_0                                          2.670389e-01  4.860368e-03  
MentHlth_1-5                                        2.670389e-01  4.860368e-03  
MentHlth_6-10                                       2.670389e-01  4.860368e-03  
MentHlth_11-15                                      2.670389e-01  4.860368e-03  
MentHlth_16-20                                      2.670389e-01  4.860368e-03  
MentHlth_21-25                                      2.670389e-01  4.860368e-03  
MentHlth_26-30                                      2.670389e-01  4.860368e-03  
PhysHlth_0                                          1.206149e-01  6.314089e-02  
PhysHlth_1-5                                        1.206149e-01  6.314089e-02  
PhysHlth_6-10                                       1.206149e-01  6.314089e-02  
PhysHlth_11-15                                      1.206149e-01  6.314089e-02  
PhysHlth_16-20                                      1.206149e-01  6.314089e-02  
PhysHlth_21-25                                      1.206149e-01  6.314089e-02  
PhysHlth_26-30                                      1.206149e-01  6.314089e-02  
Education_Never attended school or only kinderg...  9.575820e-02  1.065776e-01  
Education_Elementary                                9.575820e-02  1.065776e-01  
Education_Some high school                          9.575820e-02  1.065776e-01  
Education_High school graduate                      9.575820e-02  1.065776e-01  
Education_Some college or technical school          9.575820e-02  1.065776e-01  
Education_College graduate                          9.575820e-02  1.065776e-01  
Income_Less than $10,000                            8.537344e-02 -1.025488e-01  
Income_$10,000-$14,999                              8.537344e-02 -1.025488e-01  
Income_$15,000-$19,999                              8.537344e-02 -1.025488e-01  
Income_$20,000-$24,999                              8.537344e-02 -1.025488e-01  
Income_$25,000-$34,999                              8.537344e-02 -1.025488e-01  
Income_$35,000-$49,999                              8.537344e-02 -1.025488e-01  
Income_$50,000-$74,999                              8.537344e-02 -1.025488e-01  
Income_$75,000 or more                              8.537344e-02 -1.025488e-01  
Sex_Female                                          0.000000e+00 -0.000000e+00  
Sex_Male                                            9.106806e-03 -1.263495e-02  
Age_18-29                                           0.000000e+00 -0.000000e+00  
Age_30-49                                           0.000000e+00 -0.000000e+00  
Age_50-64                                           9.106696e-03 -1.263494e-02  
Age_65+                                             0.000000e+00 -0.000000e+00  

[58 rows x 58 columns]

PCA Results for Subset_35:
        PC1       PC2       PC3       PC4       PC5       PC6       PC7  \
0 -0.282655  0.742733 -0.509032  0.210145 -0.536770 -1.003155  0.008405   
1  0.195896 -0.774677 -0.838967  0.739747  0.420653 -0.403826 -0.284497   
2 -0.910210  0.273786  1.082797  0.138036 -0.184306 -0.362684 -0.077006   
3 -0.110650  0.288174  0.328686 -0.975061 -0.792449  0.521600  0.204119   
4  1.217412  0.030860  0.805843  0.362785  0.238321  0.329803 -0.726772   

        PC8       PC9      PC10  ...  PC49  PC50  PC51  PC52          PC53  \
0 -0.715863  0.289175  0.496664  ...   0.0   0.0   0.0   0.0  2.220446e-16   
1 -0.266542 -0.741137  0.085415  ...   0.0   0.0   0.0   0.0  0.000000e+00   
2  0.155087 -0.697380  0.586376  ...   0.0   0.0   0.0   0.0  0.000000e+00   
3  0.429856  0.735278 -0.508974  ...   0.0   0.0   0.0   0.0 -2.220446e-16   
4 -0.225467  0.441752 -0.114714  ...   0.0   0.0   0.0   0.0 -2.220446e-16   

           PC54          PC55          PC56          PC57          PC58  
0 -7.771561e-16  2.220446e-16 -2.012279e-16  2.220446e-16  3.330669e-16  
1  5.551115e-16 -9.714451e-17 -3.816392e-17 -4.996004e-16  2.775558e-16  
2  3.330669e-16  1.110223e-16 -6.938894e-18  0.000000e+00 -2.220446e-16  
3 -1.110223e-16 -1.387779e-17 -6.383782e-16 -2.775558e-16  1.221245e-15  
4  1.110223e-16  9.714451e-17 -5.551115e-17  2.220446e-16  1.110223e-16  

[5 rows x 58 columns]
No description has been provided for this image
For Subset_35, retain 26 components to explain 90% of the variance.


Explained Variance for Subset_36:
[1.24034413e-01 6.01841110e-02 5.61336518e-02 5.36960613e-02
 4.90353417e-02 4.59868661e-02 4.42962244e-02 4.27666260e-02
 3.95146290e-02 3.50767479e-02 3.25283840e-02 3.06433820e-02
 2.91912332e-02 2.53631242e-02 2.47324236e-02 2.44979484e-02
 2.19320009e-02 2.05818116e-02 1.91634701e-02 1.85824331e-02
 1.76321114e-02 1.74350370e-02 1.71286312e-02 1.64556421e-02
 1.58042764e-02 1.49158178e-02 1.33199336e-02 1.19296232e-02
 1.06359628e-02 1.03381289e-02 9.40647302e-03 8.61513179e-03
 8.02698192e-03 6.51392139e-03 5.35611457e-03 4.31232563e-03
 4.08416629e-03 3.60063167e-03 3.20569524e-03 3.01423373e-03
 3.28277430e-04 1.10929740e-17 6.67990605e-18 2.74799361e-18
 2.44298489e-18 4.63749669e-19 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00]

Cumulative Variance for Subset_36:
[0.12403441 0.18421852 0.24035218 0.29404824 0.34308358 0.38907044
 0.43336667 0.4761333  0.51564792 0.55072467 0.58325306 0.61389644
 0.64308767 0.6684508  0.69318322 0.71768117 0.73961317 0.76019498
 0.77935845 0.79794088 0.81557299 0.83300803 0.85013666 0.8665923
 0.88239658 0.8973124  0.91063233 0.92256196 0.93319792 0.94353605
 0.95294252 0.96155765 0.96958463 0.97609856 0.98145467 0.985767
 0.98985116 0.99345179 0.99665749 0.99967172 1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.        ]

Loadings for Subset_36:
                                                             PC1  \
HighBP                                              1.482230e-01   
HighChol                                            1.759213e-01   
CholCheck                                           2.472230e-03   
Smoker                                              1.570442e-01   
Stroke                                              6.688604e-02   
HeartDiseaseorAttack                                1.188008e-01   
PhysActivity                                       -2.391848e-01   
Fruits                                             -1.278639e-01   
Veggies                                            -1.262792e-01   
HvyAlcoholConsump                                  -3.245372e-03   
AnyHealthcare                                      -1.516933e-02   
NoDocbcCost                                         1.229258e-01   
DiffWalk                                            4.149279e-01   
BMI_Underweight                                    -0.000000e+00   
BMI_Healthy weight                                  1.292470e-26   
BMI_Overweight                                      3.231174e-27   
BMI_Class 1 Obesity                                -2.019484e-28   
BMI_Class 2 Obesity                                 2.524355e-29   
BMI_Class 3 Obesity                                -6.405266e-18   
GenHlth_Excellent                                  -2.786720e-02   
GenHlth_Very good                                  -1.797329e-01   
GenHlth_Good                                       -2.223946e-01   
GenHlth_Fair                                        2.245443e-01   
GenHlth_Poor                                        2.054503e-01   
MentHlth_0                                         -2.888581e-01   
MentHlth_1-5                                        6.570195e-03   
MentHlth_6-10                                       3.995994e-02   
MentHlth_11-15                                      4.620115e-02   
MentHlth_16-20                                      2.856439e-02   
MentHlth_21-25                                      1.497851e-02   
MentHlth_26-30                                      1.525839e-01   
PhysHlth_0                                         -3.550866e-01   
PhysHlth_1-5                                       -4.364879e-02   
PhysHlth_6-10                                       3.067385e-02   
PhysHlth_11-15                                      3.764412e-02   
PhysHlth_16-20                                      3.827591e-02   
PhysHlth_21-25                                      1.461487e-02   
PhysHlth_26-30                                      2.775266e-01   
Education_Never attended school or only kinderg...  5.508429e-04   
Education_Elementary                                1.036960e-02   
Education_Some high school                          4.849411e-02   
Education_High school graduate                      1.101805e-01   
Education_Some college or technical school          3.969514e-02   
Education_College graduate                         -2.092902e-01   
Income_Less than $10,000                            9.559015e-02   
Income_$10,000-$14,999                              1.035365e-01   
Income_$15,000-$19,999                              6.799514e-02   
Income_$20,000-$24,999                              2.927869e-02   
Income_$25,000-$34,999                              1.049817e-02   
Income_$35,000-$49,999                             -3.113466e-02   
Income_$50,000-$74,999                             -8.030038e-02   
Income_$75,000 or more                             -1.954636e-01   
Sex_Female                                         -6.405266e-18   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -6.405266e-18   
Age_65+                                            -0.000000e+00   

                                                             PC2  \
HighBP                                              2.061062e-02   
HighChol                                            2.340195e-02   
CholCheck                                          -1.248726e-02   
Smoker                                              9.428511e-02   
Stroke                                             -1.221518e-03   
HeartDiseaseorAttack                               -1.214207e-02   
PhysActivity                                       -1.758366e-01   
Fruits                                             -2.926175e-01   
Veggies                                            -2.327279e-01   
HvyAlcoholConsump                                  -2.329573e-03   
AnyHealthcare                                      -4.075713e-02   
NoDocbcCost                                        -1.572651e-02   
DiffWalk                                           -3.162198e-02   
BMI_Underweight                                    -1.387779e-17   
BMI_Healthy weight                                  3.469447e-18   
BMI_Overweight                                      1.734723e-18   
BMI_Class 1 Obesity                                -8.673617e-19   
BMI_Class 2 Obesity                                 2.168404e-19   
BMI_Class 3 Obesity                                -2.549507e-17   
GenHlth_Excellent                                   1.251710e-02   
GenHlth_Very good                                  -3.063070e-03   
GenHlth_Good                                        5.922150e-02   
GenHlth_Fair                                       -7.836542e-02   
GenHlth_Poor                                        9.689888e-03   
MentHlth_0                                          4.711868e-01   
MentHlth_1-5                                       -3.331975e-01   
MentHlth_6-10                                      -4.627572e-02   
MentHlth_11-15                                     -2.310985e-02   
MentHlth_16-20                                     -1.254367e-02   
MentHlth_21-25                                     -7.596988e-03   
MentHlth_26-30                                     -4.846298e-02   
PhysHlth_0                                          3.063460e-01   
PhysHlth_1-5                                       -2.283087e-01   
PhysHlth_6-10                                      -2.919897e-02   
PhysHlth_11-15                                     -2.341378e-02   
PhysHlth_16-20                                     -1.382164e-02   
PhysHlth_21-25                                     -5.623806e-03   
PhysHlth_26-30                                     -5.979124e-03   
Education_Never attended school or only kinderg... -4.603233e-05   
Education_Elementary                                8.344559e-03   
Education_Some high school                          2.710749e-02   
Education_High school graduate                      3.774264e-01   
Education_Some college or technical school         -4.567271e-02   
Education_College graduate                         -3.671597e-01   
Income_Less than $10,000                            3.924153e-02   
Income_$10,000-$14,999                              3.541901e-02   
Income_$15,000-$19,999                              2.610354e-02   
Income_$20,000-$24,999                              5.545100e-02   
Income_$25,000-$34,999                              3.402205e-02   
Income_$35,000-$49,999                              1.486136e-02   
Income_$50,000-$74,999                             -2.742484e-02   
Income_$75,000 or more                             -1.776737e-01   
Sex_Female                                         -2.540593e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -2.540593e-17   
Age_65+                                            -0.000000e+00   

                                                             PC3  \
HighBP                                             -1.405699e-01   
HighChol                                           -1.746797e-01   
CholCheck                                          -1.538736e-03   
Smoker                                              1.060693e-01   
Stroke                                              1.003970e-02   
HeartDiseaseorAttack                               -5.029277e-03   
PhysActivity                                        3.777475e-02   
Fruits                                              5.993892e-02   
Veggies                                             7.495303e-02   
HvyAlcoholConsump                                   9.385714e-04   
AnyHealthcare                                       1.308850e-02   
NoDocbcCost                                         6.677752e-03   
DiffWalk                                           -3.167908e-02   
BMI_Underweight                                    -0.000000e+00   
BMI_Healthy weight                                 -6.938894e-18   
BMI_Overweight                                      3.469447e-18   
BMI_Class 1 Obesity                                -0.000000e+00   
BMI_Class 2 Obesity                                -8.673617e-19   
BMI_Class 3 Obesity                                -2.515830e-17   
GenHlth_Excellent                                   1.936289e-02   
GenHlth_Very good                                   1.313791e-01   
GenHlth_Good                                       -2.862625e-01   
GenHlth_Fair                                        1.488512e-01   
GenHlth_Poor                                       -1.333070e-02   
MentHlth_0                                          1.304781e-01   
MentHlth_1-5                                       -1.578169e-01   
MentHlth_6-10                                      -1.306418e-02   
MentHlth_11-15                                     -1.247391e-03   
MentHlth_16-20                                     -5.779714e-03   
MentHlth_21-25                                      8.034614e-03   
MentHlth_26-30                                      3.939543e-02   
PhysHlth_0                                          5.328611e-02   
PhysHlth_1-5                                       -1.090764e-01   
PhysHlth_6-10                                       1.000192e-02   
PhysHlth_11-15                                     -1.080570e-02   
PhysHlth_16-20                                      9.414848e-03   
PhysHlth_21-25                                      1.028650e-02   
PhysHlth_26-30                                      3.689269e-02   
Education_Never attended school or only kinderg... -6.255452e-04   
Education_Elementary                               -9.866783e-04   
Education_Some high school                         -8.923383e-03   
Education_High school graduate                     -4.215936e-01   
Education_Some college or technical school          7.008431e-01   
Education_College graduate                         -2.687138e-01   
Income_Less than $10,000                           -2.821258e-02   
Income_$10,000-$14,999                             -1.500129e-03   
Income_$15,000-$19,999                             -5.110285e-03   
Income_$20,000-$24,999                              2.557147e-02   
Income_$25,000-$34,999                              2.616811e-02   
Income_$35,000-$49,999                              1.168154e-02   
Income_$50,000-$74,999                             -2.788551e-04   
Income_$75,000 or more                             -2.831928e-02   
Sex_Female                                         -2.478064e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -2.478064e-17   
Age_65+                                            -0.000000e+00   

                                                             PC4  \
HighBP                                              3.397758e-02   
HighChol                                           -1.117400e-02   
CholCheck                                          -1.589584e-03   
Smoker                                              5.510981e-02   
Stroke                                             -1.035855e-02   
HeartDiseaseorAttack                               -2.750405e-02   
PhysActivity                                       -9.371025e-02   
Fruits                                             -2.648319e-01   
Veggies                                            -1.324016e-01   
HvyAlcoholConsump                                   5.168484e-04   
AnyHealthcare                                      -1.493066e-02   
NoDocbcCost                                         5.961383e-03   
DiffWalk                                           -1.702164e-02   
BMI_Underweight                                    -1.110223e-16   
BMI_Healthy weight                                 -1.110223e-16   
BMI_Overweight                                     -0.000000e+00   
BMI_Class 1 Obesity                                 5.551115e-17   
BMI_Class 2 Obesity                                -6.938894e-18   
BMI_Class 3 Obesity                                -1.676818e-17   
GenHlth_Excellent                                  -2.370085e-02   
GenHlth_Very good                                  -2.221978e-01   
GenHlth_Good                                        6.159225e-01   
GenHlth_Fair                                       -3.324889e-01   
GenHlth_Poor                                       -3.753495e-02   
MentHlth_0                                         -2.353996e-01   
MentHlth_1-5                                        2.207601e-01   
MentHlth_6-10                                       5.263468e-03   
MentHlth_11-15                                      2.832850e-03   
MentHlth_16-20                                      2.558924e-03   
MentHlth_21-25                                      3.713892e-03   
MentHlth_26-30                                      2.703599e-04   
PhysHlth_0                                         -4.394442e-02   
PhysHlth_1-5                                        1.560650e-01   
PhysHlth_6-10                                       2.677076e-02   
PhysHlth_11-15                                     -1.158192e-02   
PhysHlth_16-20                                     -1.417189e-02   
PhysHlth_21-25                                      3.158537e-03   
PhysHlth_26-30                                     -1.162961e-01   
Education_Never attended school or only kinderg... -1.410454e-04   
Education_Elementary                               -1.032887e-02   
Education_Some high school                         -7.612734e-03   
Education_High school graduate                     -1.128402e-01   
Education_Some college or technical school          3.641112e-01   
Education_College graduate                         -2.331884e-01   
Income_Less than $10,000                           -2.939166e-02   
Income_$10,000-$14,999                             -5.927603e-03   
Income_$15,000-$19,999                             -5.360810e-03   
Income_$20,000-$24,999                              3.259258e-02   
Income_$25,000-$34,999                             -5.130277e-03   
Income_$35,000-$49,999                              6.705811e-02   
Income_$50,000-$74,999                              1.595990e-02   
Income_$75,000 or more                             -6.980023e-02   
Sex_Female                                         -1.692847e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -1.692847e-17   
Age_65+                                            -0.000000e+00   

                                                             PC5  \
HighBP                                              2.172185e-01   
HighChol                                            2.384185e-01   
CholCheck                                           7.127819e-03   
Smoker                                              8.758182e-02   
Stroke                                              1.061971e-02   
HeartDiseaseorAttack                                3.403404e-02   
PhysActivity                                        3.383852e-01   
Fruits                                              5.792802e-01   
Veggies                                             3.607370e-01   
HvyAlcoholConsump                                  -1.279042e-02   
AnyHealthcare                                      -1.250403e-02   
NoDocbcCost                                         3.773648e-02   
DiffWalk                                            9.382445e-02   
BMI_Underweight                                     5.551115e-17   
BMI_Healthy weight                                 -2.775558e-17   
BMI_Overweight                                      0.000000e+00   
BMI_Class 1 Obesity                                -1.387779e-17   
BMI_Class 2 Obesity                                 1.387779e-17   
BMI_Class 3 Obesity                                 1.322334e-16   
GenHlth_Excellent                                  -1.811115e-02   
GenHlth_Very good                                  -1.985174e-01   
GenHlth_Good                                        2.284849e-01   
GenHlth_Fair                                       -2.633256e-02   
GenHlth_Poor                                        1.447619e-02   
MentHlth_0                                          1.783158e-01   
MentHlth_1-5                                       -9.754761e-02   
MentHlth_6-10                                      -1.243990e-02   
MentHlth_11-15                                     -3.770130e-03   
MentHlth_16-20                                     -5.709526e-03   
MentHlth_21-25                                     -6.066917e-03   
MentHlth_26-30                                     -5.278177e-02   
PhysHlth_0                                         -9.153965e-02   
PhysHlth_1-5                                        3.111255e-02   
PhysHlth_6-10                                       3.114339e-02   
PhysHlth_11-15                                      1.207699e-02   
PhysHlth_16-20                                      2.224586e-02   
PhysHlth_21-25                                      4.012113e-03   
PhysHlth_26-30                                     -9.051250e-03   
Education_Never attended school or only kinderg...  2.053840e-03   
Education_Elementary                                3.518067e-03   
Education_Some high school                         -2.959330e-02   
Education_High school graduate                      2.094508e-01   
Education_Some college or technical school          9.656821e-02   
Education_College graduate                         -2.819976e-01   
Income_Less than $10,000                           -3.425260e-03   
Income_$10,000-$14,999                              3.987650e-02   
Income_$15,000-$19,999                              4.351104e-02   
Income_$20,000-$24,999                              9.658989e-03   
Income_$25,000-$34,999                              7.737356e-03   
Income_$35,000-$49,999                              2.724220e-02   
Income_$50,000-$74,999                             -2.890229e-02   
Income_$75,000 or more                             -9.569853e-02   
Sex_Female                                          1.245012e-16   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           1.245012e-16   
Age_65+                                             0.000000e+00   

                                                             PC6  \
HighBP                                              3.114489e-01   
HighChol                                            4.952724e-01   
CholCheck                                           1.622003e-02   
Smoker                                             -1.942454e-01   
Stroke                                              3.645085e-02   
HeartDiseaseorAttack                                7.769951e-02   
PhysActivity                                       -1.667333e-01   
Fruits                                             -8.079210e-02   
Veggies                                            -2.141232e-02   
HvyAlcoholConsump                                  -2.044424e-03   
AnyHealthcare                                       3.285532e-02   
NoDocbcCost                                        -4.057842e-02   
DiffWalk                                            1.093132e-01   
BMI_Underweight                                    -4.857226e-17   
BMI_Healthy weight                                  2.775558e-17   
BMI_Overweight                                     -0.000000e+00   
BMI_Class 1 Obesity                                 5.551115e-17   
BMI_Class 2 Obesity                                -0.000000e+00   
BMI_Class 3 Obesity                                 5.971695e-17   
GenHlth_Excellent                                  -1.646061e-02   
GenHlth_Very good                                  -1.110465e-01   
GenHlth_Good                                        1.421528e-01   
GenHlth_Fair                                       -9.585906e-02   
GenHlth_Poor                                        8.121341e-02   
MentHlth_0                                          2.865255e-01   
MentHlth_1-5                                       -2.565717e-01   
MentHlth_6-10                                      -3.945879e-02   
MentHlth_11-15                                     -2.229745e-02   
MentHlth_16-20                                      8.677573e-03   
MentHlth_21-25                                      3.349574e-04   
MentHlth_26-30                                      2.278993e-02   
PhysHlth_0                                          1.440759e-02   
PhysHlth_1-5                                       -1.032771e-01   
PhysHlth_6-10                                      -2.048355e-02   
PhysHlth_11-15                                     -5.212050e-03   
PhysHlth_16-20                                     -5.156594e-03   
PhysHlth_21-25                                     -9.512321e-03   
PhysHlth_26-30                                      1.292341e-01   
Education_Never attended school or only kinderg...  2.021785e-03   
Education_Elementary                                1.384640e-02   
Education_Some high school                          3.278135e-02   
Education_High school graduate                     -4.471356e-01   
Education_Some college or technical school          6.835909e-02   
Education_College graduate                          3.301270e-01   
Income_Less than $10,000                           -5.080575e-04   
Income_$10,000-$14,999                              2.766136e-03   
Income_$15,000-$19,999                             -4.310616e-02   
Income_$20,000-$24,999                             -3.822774e-02   
Income_$25,000-$34,999                             -1.999968e-02   
Income_$35,000-$49,999                             -3.977401e-02   
Income_$50,000-$74,999                              1.573793e-02   
Income_$75,000 or more                              1.231116e-01   
Sex_Female                                          7.280725e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                           7.280725e-17   
Age_65+                                            -0.000000e+00   

                                                             PC7  \
HighBP                                             -1.153498e-01   
HighChol                                            2.091169e-01   
CholCheck                                           3.591835e-03   
Smoker                                              5.042093e-01   
Stroke                                              4.496876e-02   
HeartDiseaseorAttack                                5.618037e-02   
PhysActivity                                        1.679345e-01   
Fruits                                              2.739076e-02   
Veggies                                             7.326572e-02   
HvyAlcoholConsump                                   1.378494e-02   
AnyHealthcare                                       9.700136e-03   
NoDocbcCost                                         2.576241e-02   
DiffWalk                                           -5.840882e-02   
BMI_Underweight                                    -8.326673e-17   
BMI_Healthy weight                                 -2.775558e-17   
BMI_Overweight                                      5.551115e-17   
BMI_Class 1 Obesity                                -2.775558e-17   
BMI_Class 2 Obesity                                -1.110223e-16   
BMI_Class 3 Obesity                                -4.533036e-17   
GenHlth_Excellent                                   1.401039e-02   
GenHlth_Very good                                   1.346474e-01   
GenHlth_Good                                       -4.099587e-02   
GenHlth_Fair                                       -3.919768e-01   
GenHlth_Poor                                        2.843149e-01   
MentHlth_0                                         -2.389582e-01   
MentHlth_1-5                                        1.156014e-01   
MentHlth_6-10                                      -3.787274e-03   
MentHlth_11-15                                      1.506818e-03   
MentHlth_16-20                                      5.376262e-03   
MentHlth_21-25                                      8.223227e-03   
MentHlth_26-30                                      1.120378e-01   
PhysHlth_0                                          3.106312e-01   
PhysHlth_1-5                                       -3.744300e-01   
PhysHlth_6-10                                      -7.934435e-02   
PhysHlth_11-15                                     -3.052067e-02   
PhysHlth_16-20                                     -8.718769e-03   
PhysHlth_21-25                                     -3.720952e-04   
PhysHlth_26-30                                      1.827546e-01   
Education_Never attended school or only kinderg...  1.334327e-03   
Education_Elementary                                7.646882e-03   
Education_Some high school                          2.014827e-02   
Education_High school graduate                     -3.988254e-02   
Education_Some college or technical school         -4.465171e-02   
Education_College graduate                          5.540477e-02   
Income_Less than $10,000                            2.263658e-02   
Income_$10,000-$14,999                              1.720143e-02   
Income_$15,000-$19,999                              2.513161e-03   
Income_$20,000-$24,999                             -1.599176e-02   
Income_$25,000-$34,999                             -2.437008e-02   
Income_$35,000-$49,999                             -5.158413e-02   
Income_$50,000-$74,999                             -6.788862e-02   
Income_$75,000 or more                              1.174834e-01   
Sex_Female                                          8.712197e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                           8.712197e-17   
Age_65+                                            -0.000000e+00   

                                                             PC8  \
HighBP                                              2.239045e-01   
HighChol                                            4.960930e-01   
CholCheck                                           1.533788e-02   
Smoker                                              9.217145e-02   
Stroke                                              1.653089e-04   
HeartDiseaseorAttack                                2.202425e-02   
PhysActivity                                        3.121958e-01   
Fruits                                             -2.703670e-01   
Veggies                                            -9.663349e-02   
HvyAlcoholConsump                                   3.032377e-03   
AnyHealthcare                                      -1.096005e-02   
NoDocbcCost                                         5.198089e-03   
DiffWalk                                           -1.916075e-01   
BMI_Underweight                                    -8.326673e-17   
BMI_Healthy weight                                 -1.387779e-17   
BMI_Overweight                                     -0.000000e+00   
BMI_Class 1 Obesity                                -5.551115e-17   
BMI_Class 2 Obesity                                 1.387779e-17   
BMI_Class 3 Obesity                                 1.379366e-16   
GenHlth_Excellent                                  -5.965241e-03   
GenHlth_Very good                                   2.290403e-02   
GenHlth_Good                                       -1.356465e-01   
GenHlth_Fair                                        3.983242e-01   
GenHlth_Poor                                       -2.796165e-01   
MentHlth_0                                         -1.530418e-01   
MentHlth_1-5                                        2.098944e-01   
MentHlth_6-10                                       1.480446e-02   
MentHlth_11-15                                      8.588891e-03   
MentHlth_16-20                                      1.653454e-03   
MentHlth_21-25                                      2.865147e-03   
MentHlth_26-30                                     -8.476452e-02   
PhysHlth_0                                          1.924199e-01   
PhysHlth_1-5                                       -4.370355e-02   
PhysHlth_6-10                                       5.369071e-02   
PhysHlth_11-15                                      6.067403e-02   
PhysHlth_16-20                                      2.348645e-02   
PhysHlth_21-25                                      7.820012e-03   
PhysHlth_26-30                                     -2.943876e-01   
Education_Never attended school or only kinderg... -8.853030e-04   
Education_Elementary                               -7.614066e-03   
Education_Some high school                         -1.597792e-02   
Education_High school graduate                      2.394667e-02   
Education_Some college or technical school          7.152725e-02   
Education_College graduate                         -7.099663e-02   
Income_Less than $10,000                           -2.084385e-02   
Income_$10,000-$14,999                             -1.912070e-02   
Income_$15,000-$19,999                              5.283085e-03   
Income_$20,000-$24,999                              6.405791e-03   
Income_$25,000-$34,999                              3.200108e-02   
Income_$35,000-$49,999                              4.462571e-03   
Income_$50,000-$74,999                              2.069759e-02   
Income_$75,000 or more                             -2.888557e-02   
Sex_Female                                          1.966317e-16   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                           1.966317e-16   
Age_65+                                            -0.000000e+00   

                                                             PC9  \
HighBP                                             -1.270283e-01   
HighChol                                            7.622791e-02   
CholCheck                                          -8.897911e-03   
Smoker                                              6.924942e-01   
Stroke                                             -1.837959e-02   
HeartDiseaseorAttack                               -3.225772e-03   
PhysActivity                                       -8.275996e-02   
Fruits                                             -1.337841e-01   
Veggies                                             5.596322e-02   
HvyAlcoholConsump                                   2.694823e-02   
AnyHealthcare                                       2.517545e-02   
NoDocbcCost                                        -1.004388e-01   
DiffWalk                                           -6.802019e-02   
BMI_Underweight                                    -5.551115e-17   
BMI_Healthy weight                                 -0.000000e+00   
BMI_Overweight                                     -0.000000e+00   
BMI_Class 1 Obesity                                -5.551115e-17   
BMI_Class 2 Obesity                                -0.000000e+00   
BMI_Class 3 Obesity                                -1.718393e-17   
GenHlth_Excellent                                  -6.088273e-03   
GenHlth_Very good                                  -2.892688e-03   
GenHlth_Good                                        2.921116e-02   
GenHlth_Fair                                        7.363068e-02   
GenHlth_Poor                                       -9.386088e-02   
MentHlth_0                                          2.430594e-01   
MentHlth_1-5                                       -1.686918e-01   
MentHlth_6-10                                      -1.038518e-02   
MentHlth_11-15                                     -4.520781e-03   
MentHlth_16-20                                     -1.527005e-02   
MentHlth_21-25                                      4.359043e-03   
MentHlth_26-30                                     -4.855063e-02   
PhysHlth_0                                         -3.109206e-01   
PhysHlth_1-5                                        4.152122e-01   
PhysHlth_6-10                                      -8.916548e-03   
PhysHlth_11-15                                      3.530181e-04   
PhysHlth_16-20                                     -1.132163e-02   
PhysHlth_21-25                                      6.688708e-03   
PhysHlth_26-30                                     -9.109515e-02   
Education_Never attended school or only kinderg... -1.685371e-03   
Education_Elementary                               -1.485375e-02   
Education_Some high school                          1.236991e-02   
Education_High school graduate                     -3.210365e-02   
Education_Some college or technical school         -6.592580e-02   
Education_College graduate                          1.021987e-01   
Income_Less than $10,000                           -2.170567e-02   
Income_$10,000-$14,999                              6.110310e-03   
Income_$15,000-$19,999                             -4.180641e-02   
Income_$20,000-$24,999                             -5.316680e-02   
Income_$25,000-$34,999                             -2.136653e-02   
Income_$35,000-$49,999                             -1.103593e-02   
Income_$50,000-$74,999                             -6.818886e-02   
Income_$75,000 or more                              2.111599e-01   
Sex_Female                                         -2.477682e-18   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -2.477682e-18   
Age_65+                                            -0.000000e+00   

                                                            PC10  ...  PC49  \
HighBP                                             -2.523839e-02  ...   0.0   
HighChol                                            1.114654e-01  ...   0.0   
CholCheck                                           5.189594e-03  ...   0.0   
Smoker                                             -2.632664e-01  ...   0.0   
Stroke                                              1.902007e-02  ...   0.0   
HeartDiseaseorAttack                                2.107109e-02  ...   0.0   
PhysActivity                                        5.527256e-01  ...   0.0   
Fruits                                             -3.019079e-01  ...   0.0   
Veggies                                            -1.289352e-01  ...   0.0   
HvyAlcoholConsump                                  -3.439655e-03  ...   0.0   
AnyHealthcare                                      -2.372939e-02  ...   0.0   
NoDocbcCost                                         5.198667e-02  ...   0.0   
DiffWalk                                           -5.486304e-02  ...   0.0   
BMI_Underweight                                     6.938894e-17  ...   0.0   
BMI_Healthy weight                                 -1.665335e-16  ...   0.0   
BMI_Overweight                                     -9.714451e-17  ...   0.0   
BMI_Class 1 Obesity                                -3.469447e-18  ...   0.0   
BMI_Class 2 Obesity                                 4.163336e-17  ...   0.0   
BMI_Class 3 Obesity                                 9.304002e-17  ...   0.0   
GenHlth_Excellent                                   7.221768e-03  ...   0.0   
GenHlth_Very good                                   2.424747e-01  ...   0.0   
GenHlth_Good                                       -1.640581e-01  ...   0.0   
GenHlth_Fair                                       -3.240700e-01  ...   0.0   
GenHlth_Poor                                        2.384316e-01  ...   0.0   
MentHlth_0                                          9.033750e-02  ...   0.0   
MentHlth_1-5                                       -1.080221e-01  ...   0.0   
MentHlth_6-10                                      -9.792294e-03  ...   0.0   
MentHlth_11-15                                      2.239784e-03  ...   0.0   
MentHlth_16-20                                     -8.058255e-03  ...   0.0   
MentHlth_21-25                                      5.285639e-03  ...   0.0   
MentHlth_26-30                                      2.800970e-02  ...   0.0   
PhysHlth_0                                         -3.220677e-01  ...   0.0   
PhysHlth_1-5                                        2.724345e-01  ...   0.0   
PhysHlth_6-10                                      -1.951151e-02  ...   0.0   
PhysHlth_11-15                                     -2.221364e-02  ...   0.0   
PhysHlth_16-20                                     -6.013809e-03  ...   0.0   
PhysHlth_21-25                                     -7.187635e-03  ...   0.0   
PhysHlth_26-30                                      1.045598e-01  ...   0.0   
Education_Never attended school or only kinderg... -2.945644e-04  ...   0.0   
Education_Elementary                               -3.967487e-03  ...   0.0   
Education_Some high school                         -6.992204e-03  ...   0.0   
Education_High school graduate                      7.764938e-02  ...   0.0   
Education_Some college or technical school          5.438662e-02  ...   0.0   
Education_College graduate                         -1.207817e-01  ...   0.0   
Income_Less than $10,000                            5.273953e-02  ...   0.0   
Income_$10,000-$14,999                              1.231362e-02  ...   0.0   
Income_$15,000-$19,999                              6.222779e-03  ...   0.0   
Income_$20,000-$24,999                              4.436456e-03  ...   0.0   
Income_$25,000-$34,999                              8.534902e-03  ...   0.0   
Income_$35,000-$49,999                             -8.602250e-02  ...   0.0   
Income_$50,000-$74,999                             -4.831536e-02  ...   0.0   
Income_$75,000 or more                              5.009056e-02  ...   0.0   
Sex_Female                                          1.929892e-16  ...   0.0   
Sex_Male                                            0.000000e+00  ...   0.0   
Age_18-29                                           0.000000e+00  ...   0.0   
Age_30-49                                           0.000000e+00  ...   1.0   
Age_50-64                                           1.929892e-16  ...   0.0   
Age_65+                                             0.000000e+00  ...   0.0   

                                                    PC50          PC51  \
HighBP                                               0.0  0.000000e+00   
HighChol                                             0.0  4.079759e-19   
CholCheck                                            0.0 -1.126094e-19   
Smoker                                               0.0  1.322686e-19   
Stroke                                               0.0 -3.239612e-18   
HeartDiseaseorAttack                                 0.0  1.861318e-18   
PhysActivity                                         0.0  1.993033e-19   
Fruits                                               0.0 -7.700879e-20   
Veggies                                              0.0  1.190244e-18   
HvyAlcoholConsump                                    0.0 -1.676621e-19   
AnyHealthcare                                        0.0  1.376599e-19   
NoDocbcCost                                          0.0  4.861032e-21   
DiffWalk                                             0.0  3.250227e-19   
BMI_Underweight                                      0.0  2.667887e-05   
BMI_Healthy weight                                   0.0 -4.387887e-07   
BMI_Overweight                                       0.0  6.554482e-06   
BMI_Class 1 Obesity                                  0.0 -3.145401e-05   
BMI_Class 2 Obesity                                  0.0 -2.196428e-05   
BMI_Class 3 Obesity                                  0.0  1.956900e-05   
GenHlth_Excellent                                    0.0  1.034221e-05   
GenHlth_Very good                                    0.0  1.034221e-05   
GenHlth_Good                                         0.0  1.034221e-05   
GenHlth_Fair                                         0.0  1.034221e-05   
GenHlth_Poor                                         0.0  1.034221e-05   
MentHlth_0                                           0.0  7.942378e-07   
MentHlth_1-5                                         0.0  7.942378e-07   
MentHlth_6-10                                        0.0  7.942378e-07   
MentHlth_11-15                                       0.0  7.942378e-07   
MentHlth_16-20                                       0.0  7.942378e-07   
MentHlth_21-25                                       0.0  7.942378e-07   
MentHlth_26-30                                       0.0  7.942378e-07   
PhysHlth_0                                           0.0  8.272335e-06   
PhysHlth_1-5                                         0.0  8.272335e-06   
PhysHlth_6-10                                        0.0  8.272335e-06   
PhysHlth_11-15                                       0.0  8.272335e-06   
PhysHlth_16-20                                       0.0  8.272335e-06   
PhysHlth_21-25                                       0.0  8.272335e-06   
PhysHlth_26-30                                       0.0  8.272335e-06   
Education_Never attended school or only kinderg...   0.0 -4.800287e-07   
Education_Elementary                                 0.0 -4.800287e-07   
Education_Some high school                           0.0 -4.800287e-07   
Education_High school graduate                       0.0 -4.800287e-07   
Education_Some college or technical school           0.0 -4.800287e-07   
Education_College graduate                           0.0 -4.800287e-07   
Income_Less than $10,000                             0.0  9.183969e-08   
Income_$10,000-$14,999                               0.0  9.183969e-08   
Income_$15,000-$19,999                               0.0  9.183969e-08   
Income_$20,000-$24,999                               0.0  9.183969e-08   
Income_$25,000-$34,999                               0.0  9.183969e-08   
Income_$35,000-$49,999                               0.0  9.183969e-08   
Income_$50,000-$74,999                               0.0  9.183969e-08   
Income_$75,000 or more                               0.0  9.183969e-08   
Sex_Female                                           0.0 -7.070985e-01   
Sex_Male                                             0.0  0.000000e+00   
Age_18-29                                            1.0  0.000000e+00   
Age_30-49                                            0.0  0.000000e+00   
Age_50-64                                            0.0  7.071150e-01   
Age_65+                                              0.0  0.000000e+00   

                                                            PC52  \
HighBP                                              0.000000e+00   
HighChol                                            2.572205e-16   
CholCheck                                           9.686586e-16   
Smoker                                             -1.581532e-17   
Stroke                                              7.338773e-17   
HeartDiseaseorAttack                                1.547200e-16   
PhysActivity                                        2.468365e-16   
Fruits                                              6.602571e-17   
Veggies                                            -5.586376e-17   
HvyAlcoholConsump                                   3.504980e-16   
AnyHealthcare                                       1.903001e-16   
NoDocbcCost                                        -5.428106e-19   
DiffWalk                                            1.983158e-17   
BMI_Underweight                                    -3.606771e-01   
BMI_Healthy weight                                  4.165570e-02   
BMI_Overweight                                      3.403693e-02   
BMI_Class 1 Obesity                                 4.789993e-01   
BMI_Class 2 Obesity                                 2.743782e-01   
BMI_Class 3 Obesity                                -2.033085e-02   
GenHlth_Excellent                                  -1.478776e-01   
GenHlth_Very good                                  -1.478776e-01   
GenHlth_Good                                       -1.478776e-01   
GenHlth_Fair                                       -1.478776e-01   
GenHlth_Poor                                       -1.478776e-01   
MentHlth_0                                         -1.716038e-02   
MentHlth_1-5                                       -1.716038e-02   
MentHlth_6-10                                      -1.716038e-02   
MentHlth_11-15                                     -1.716038e-02   
MentHlth_16-20                                     -1.716038e-02   
MentHlth_21-25                                     -1.716038e-02   
MentHlth_26-30                                     -1.716038e-02   
PhysHlth_0                                         -1.536775e-01   
PhysHlth_1-5                                       -1.536775e-01   
PhysHlth_6-10                                      -1.536775e-01   
PhysHlth_11-15                                     -1.536775e-01   
PhysHlth_16-20                                     -1.536775e-01   
PhysHlth_21-25                                     -1.536775e-01   
PhysHlth_26-30                                     -1.536775e-01   
Education_Never attended school or only kinderg...  8.936349e-02   
Education_Elementary                                8.936349e-02   
Education_Some high school                          8.936349e-02   
Education_High school graduate                      8.936349e-02   
Education_Some college or technical school          8.936349e-02   
Education_College graduate                          8.936349e-02   
Income_Less than $10,000                           -6.774278e-02   
Income_$10,000-$14,999                             -6.774278e-02   
Income_$15,000-$19,999                             -6.774278e-02   
Income_$20,000-$24,999                             -6.774278e-02   
Income_$25,000-$34,999                             -6.774278e-02   
Income_$35,000-$49,999                             -6.774278e-02   
Income_$50,000-$74,999                             -6.774278e-02   
Income_$75,000 or more                             -6.774278e-02   
Sex_Female                                         -3.166886e-01   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                          -3.166135e-01   
Age_65+                                             0.000000e+00   

                                                            PC53  \
HighBP                                             -1.363132e-16   
HighChol                                            5.693602e-17   
CholCheck                                           6.762821e-16   
Smoker                                             -9.785289e-17   
Stroke                                             -1.916517e-16   
HeartDiseaseorAttack                                8.106571e-17   
PhysActivity                                        2.224066e-16   
Fruits                                             -1.601386e-17   
Veggies                                            -8.124834e-17   
HvyAlcoholConsump                                   1.082921e-15   
AnyHealthcare                                       7.850293e-17   
NoDocbcCost                                         2.763823e-17   
DiffWalk                                           -7.752248e-17   
BMI_Underweight                                     9.292532e-03   
BMI_Healthy weight                                 -2.367411e-04   
BMI_Overweight                                      5.859998e-03   
BMI_Class 1 Obesity                                -7.959095e-03   
BMI_Class 2 Obesity                                -8.605447e-04   
BMI_Class 3 Obesity                                -2.405887e-01   
GenHlth_Excellent                                   2.017013e-01   
GenHlth_Very good                                   2.017013e-01   
GenHlth_Good                                        2.017013e-01   
GenHlth_Fair                                        2.017013e-01   
GenHlth_Poor                                        2.017013e-01   
MentHlth_0                                          2.746528e-01   
MentHlth_1-5                                        2.746528e-01   
MentHlth_6-10                                       2.746528e-01   
MentHlth_11-15                                      2.746528e-01   
MentHlth_16-20                                      2.746528e-01   
MentHlth_21-25                                      2.746528e-01   
MentHlth_26-30                                      2.746528e-01   
PhysHlth_0                                         -6.598771e-02   
PhysHlth_1-5                                       -6.598771e-02   
PhysHlth_6-10                                      -6.598771e-02   
PhysHlth_11-15                                     -6.598771e-02   
PhysHlth_16-20                                     -6.598771e-02   
PhysHlth_21-25                                     -6.598771e-02   
PhysHlth_26-30                                     -6.598771e-02   
Education_Never attended school or only kinderg...  1.300072e-02   
Education_Elementary                                1.300072e-02   
Education_Some high school                          1.300072e-02   
Education_High school graduate                      1.300072e-02   
Education_Some college or technical school          1.300072e-02   
Education_College graduate                          1.300072e-02   
Income_Less than $10,000                            8.732341e-02   
Income_$10,000-$14,999                              8.732341e-02   
Income_$15,000-$19,999                              8.732341e-02   
Income_$20,000-$24,999                              8.732341e-02   
Income_$25,000-$34,999                              8.732341e-02   
Income_$35,000-$49,999                              8.732341e-02   
Income_$50,000-$74,999                              8.732341e-02   
Income_$75,000 or more                              8.732341e-02   
Sex_Female                                         -2.428768e-01   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                          -2.428768e-01   
Age_65+                                             0.000000e+00   

                                                            PC54  \
HighBP                                              0.000000e+00   
HighChol                                            6.173293e-17   
CholCheck                                          -7.053416e-16   
Smoker                                             -1.254002e-16   
Stroke                                              7.903809e-17   
HeartDiseaseorAttack                               -2.663861e-17   
PhysActivity                                       -8.712822e-17   
Fruits                                             -8.767928e-17   
Veggies                                             1.504459e-16   
HvyAlcoholConsump                                   2.221357e-16   
AnyHealthcare                                      -7.390342e-17   
NoDocbcCost                                         2.411556e-17   
DiffWalk                                           -1.319367e-16   
BMI_Underweight                                     4.880172e-01   
BMI_Healthy weight                                  5.009454e-02   
BMI_Overweight                                     -3.828955e-01   
BMI_Class 1 Obesity                                 4.639473e-01   
BMI_Class 2 Obesity                                 1.003905e-01   
BMI_Class 3 Obesity                                -1.836831e-01   
GenHlth_Excellent                                   1.493654e-01   
GenHlth_Very good                                   1.493654e-01   
GenHlth_Good                                        1.493654e-01   
GenHlth_Fair                                        1.493654e-01   
GenHlth_Poor                                        1.493654e-01   
MentHlth_0                                         -3.199068e-02   
MentHlth_1-5                                       -3.199068e-02   
MentHlth_6-10                                      -3.199068e-02   
MentHlth_11-15                                     -3.199068e-02   
MentHlth_16-20                                     -3.199068e-02   
MentHlth_21-25                                     -3.199068e-02   
MentHlth_26-30                                     -3.199068e-02   
PhysHlth_0                                          3.407227e-02   
PhysHlth_1-5                                        3.407227e-02   
PhysHlth_6-10                                       3.407227e-02   
PhysHlth_11-15                                      3.407227e-02   
PhysHlth_16-20                                      3.407227e-02   
PhysHlth_21-25                                      3.407227e-02   
PhysHlth_26-30                                      3.407227e-02   
Education_Never attended school or only kinderg...  1.280148e-01   
Education_Elementary                                1.280148e-01   
Education_Some high school                          1.280148e-01   
Education_High school graduate                      1.280148e-01   
Education_Some college or technical school          1.280148e-01   
Education_College graduate                          1.280148e-01   
Income_Less than $10,000                           -1.186929e-01   
Income_$10,000-$14,999                             -1.186929e-01   
Income_$15,000-$19,999                             -1.186929e-01   
Income_$20,000-$24,999                             -1.186929e-01   
Income_$25,000-$34,999                             -1.186929e-01   
Income_$35,000-$49,999                             -1.186929e-01   
Income_$50,000-$74,999                             -1.186929e-01   
Income_$75,000 or more                             -1.186929e-01   
Sex_Female                                          8.883950e-02   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           8.883862e-02   
Age_65+                                             0.000000e+00   

                                                            PC55  \
HighBP                                              0.000000e+00   
HighChol                                            8.745498e-17   
CholCheck                                          -9.003362e-16   
Smoker                                              5.265096e-17   
Stroke                                              1.629489e-16   
HeartDiseaseorAttack                               -3.211366e-17   
PhysActivity                                        1.157365e-16   
Fruits                                              9.343528e-18   
Veggies                                            -1.584203e-16   
HvyAlcoholConsump                                  -9.176942e-16   
AnyHealthcare                                      -3.152029e-17   
NoDocbcCost                                        -5.550417e-17   
DiffWalk                                            7.929621e-17   
BMI_Underweight                                    -7.273375e-02   
BMI_Healthy weight                                  1.320348e-01   
BMI_Overweight                                      4.953380e-01   
BMI_Class 1 Obesity                                 2.991885e-01   
BMI_Class 2 Obesity                                 2.589958e-01   
BMI_Class 3 Obesity                                -4.108236e-01   
GenHlth_Excellent                                   8.528253e-02   
GenHlth_Very good                                   8.528253e-02   
GenHlth_Good                                        8.528253e-02   
GenHlth_Fair                                        8.528253e-02   
GenHlth_Poor                                        8.528253e-02   
MentHlth_0                                         -1.092250e-01   
MentHlth_1-5                                       -1.092250e-01   
MentHlth_6-10                                      -1.092250e-01   
MentHlth_11-15                                     -1.092250e-01   
MentHlth_16-20                                     -1.092250e-01   
MentHlth_21-25                                     -1.092250e-01   
MentHlth_26-30                                     -1.092250e-01   
PhysHlth_0                                          1.565896e-01   
PhysHlth_1-5                                        1.565896e-01   
PhysHlth_6-10                                       1.565896e-01   
PhysHlth_11-15                                      1.565896e-01   
PhysHlth_16-20                                      1.565896e-01   
PhysHlth_21-25                                      1.565896e-01   
PhysHlth_26-30                                      1.565896e-01   
Education_Never attended school or only kinderg... -4.272146e-02   
Education_Elementary                               -4.272146e-02   
Education_Some high school                         -4.272146e-02   
Education_High school graduate                     -4.272146e-02   
Education_Some college or technical school         -4.272146e-02   
Education_College graduate                         -4.272146e-02   
Income_Less than $10,000                            1.115064e-01   
Income_$10,000-$14,999                              1.115064e-01   
Income_$15,000-$19,999                              1.115064e-01   
Income_$20,000-$24,999                              1.115064e-01   
Income_$25,000-$34,999                              1.115064e-01   
Income_$35,000-$49,999                              1.115064e-01   
Income_$50,000-$74,999                              1.115064e-01   
Income_$75,000 or more                              1.115064e-01   
Sex_Female                                         -4.801494e-02   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                          -4.800135e-02   
Age_65+                                             0.000000e+00   

                                                            PC56  \
HighBP                                              0.000000e+00   
HighChol                                            1.749100e-16   
CholCheck                                           2.750524e-16   
Smoker                                              9.456094e-17   
Stroke                                             -6.031002e-17   
HeartDiseaseorAttack                                1.024920e-16   
PhysActivity                                        4.576415e-18   
Fruits                                             -3.151112e-18   
Veggies                                             1.168686e-16   
HvyAlcoholConsump                                  -5.200545e-16   
AnyHealthcare                                      -1.581865e-17   
NoDocbcCost                                        -1.549285e-16   
DiffWalk                                           -1.717961e-17   
BMI_Underweight                                     8.416272e-02   
BMI_Healthy weight                                  7.134755e-01   
BMI_Overweight                                      1.963112e-01   
BMI_Class 1 Obesity                                -2.978692e-01   
BMI_Class 2 Obesity                                -8.944234e-02   
BMI_Class 3 Obesity                                -3.836572e-01   
GenHlth_Excellent                                  -9.686254e-02   
GenHlth_Very good                                  -9.686254e-02   
GenHlth_Good                                       -9.686254e-02   
GenHlth_Fair                                       -9.686254e-02   
GenHlth_Poor                                       -9.686254e-02   
MentHlth_0                                          4.783794e-02   
MentHlth_1-5                                        4.783794e-02   
MentHlth_6-10                                       4.783794e-02   
MentHlth_11-15                                      4.783794e-02   
MentHlth_16-20                                      4.783794e-02   
MentHlth_21-25                                      4.783794e-02   
MentHlth_26-30                                      4.783794e-02   
PhysHlth_0                                         -2.683207e-02   
PhysHlth_1-5                                       -2.683207e-02   
PhysHlth_6-10                                      -2.683207e-02   
PhysHlth_11-15                                     -2.683207e-02   
PhysHlth_16-20                                     -2.683207e-02   
PhysHlth_21-25                                     -2.683207e-02   
PhysHlth_26-30                                     -2.683207e-02   
Education_Never attended school or only kinderg...  5.852584e-02   
Education_Elementary                                5.852584e-02   
Education_Some high school                          5.852584e-02   
Education_High school graduate                      5.852584e-02   
Education_Some college or technical school          5.852584e-02   
Education_College graduate                          5.852584e-02   
Income_Less than $10,000                           -1.154710e-01   
Income_$10,000-$14,999                             -1.154710e-01   
Income_$15,000-$19,999                             -1.154710e-01   
Income_$20,000-$24,999                             -1.154710e-01   
Income_$25,000-$34,999                             -1.154710e-01   
Income_$35,000-$49,999                             -1.154710e-01   
Income_$50,000-$74,999                             -1.154710e-01   
Income_$75,000 or more                             -1.154710e-01   
Sex_Female                                          5.577616e-02   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           5.577416e-02   
Age_65+                                             0.000000e+00   

                                                            PC57          PC58  
HighBP                                             -0.000000e+00 -0.000000e+00  
HighChol                                           -8.231057e-17 -0.000000e+00  
CholCheck                                          -3.323908e-16  8.179530e-16  
Smoker                                             -3.804584e-17 -1.853893e-17  
Stroke                                              1.193162e-16  1.740558e-16  
HeartDiseaseorAttack                               -2.681627e-16 -1.220854e-16  
PhysActivity                                       -1.262576e-16  8.612751e-17  
Fruits                                             -5.430349e-17 -7.854215e-17  
Veggies                                             7.843793e-17  1.617892e-16  
HvyAlcoholConsump                                   2.509962e-16  9.254864e-16  
AnyHealthcare                                      -3.150796e-17 -5.138249e-17  
NoDocbcCost                                        -1.675059e-17 -1.130770e-16  
DiffWalk                                            7.015434e-17 -8.175021e-17  
BMI_Underweight                                    -3.361847e-02  7.517221e-01  
BMI_Healthy weight                                 -8.522347e-04 -1.557270e-02  
BMI_Overweight                                      2.589511e-01  2.341011e-01  
BMI_Class 1 Obesity                                 5.290113e-01  5.747527e-02  
BMI_Class 2 Obesity                                -4.862204e-01  2.546539e-01  
BMI_Class 3 Obesity                                 1.496924e-01  1.406301e-01  
GenHlth_Excellent                                  -8.297327e-02 -1.634511e-01  
GenHlth_Very good                                  -8.297327e-02 -1.634511e-01  
GenHlth_Good                                       -8.297327e-02 -1.634511e-01  
GenHlth_Fair                                       -8.297327e-02 -1.634511e-01  
GenHlth_Poor                                       -8.297327e-02 -1.634511e-01  
MentHlth_0                                          1.480266e-01  3.463949e-02  
MentHlth_1-5                                        1.480266e-01  3.463949e-02  
MentHlth_6-10                                       1.480266e-01  3.463949e-02  
MentHlth_11-15                                      1.480266e-01  3.463949e-02  
MentHlth_16-20                                      1.480266e-01  3.463949e-02  
MentHlth_21-25                                      1.480266e-01  3.463949e-02  
MentHlth_26-30                                      1.480266e-01  3.463949e-02  
PhysHlth_0                                          9.569562e-02 -7.855292e-02  
PhysHlth_1-5                                        9.569562e-02 -7.855292e-02  
PhysHlth_6-10                                       9.569562e-02 -7.855292e-02  
PhysHlth_11-15                                      9.569562e-02 -7.855292e-02  
PhysHlth_16-20                                      9.569562e-02 -7.855292e-02  
PhysHlth_21-25                                      9.569562e-02 -7.855292e-02  
PhysHlth_26-30                                      9.569562e-02 -7.855292e-02  
Education_Never attended school or only kinderg... -1.027236e-01 -8.812934e-02  
Education_Elementary                               -1.027236e-01 -8.812934e-02  
Education_Some high school                         -1.027236e-01 -8.812934e-02  
Education_High school graduate                     -1.027236e-01 -8.812934e-02  
Education_Some college or technical school         -1.027236e-01 -8.812934e-02  
Education_College graduate                         -1.027236e-01 -8.812934e-02  
Income_Less than $10,000                           -8.270176e-02  7.469504e-02  
Income_$10,000-$14,999                             -8.270176e-02  7.469504e-02  
Income_$15,000-$19,999                             -8.270176e-02  7.469504e-02  
Income_$20,000-$24,999                             -8.270176e-02  7.469504e-02  
Income_$25,000-$34,999                             -8.270176e-02  7.469504e-02  
Income_$35,000-$49,999                             -8.270176e-02  7.469504e-02  
Income_$50,000-$74,999                             -8.270176e-02  7.469504e-02  
Income_$75,000 or more                             -8.270176e-02  7.469504e-02  
Sex_Female                                          1.077122e-01 -8.811485e-02  
Sex_Male                                           -0.000000e+00 -0.000000e+00  
Age_18-29                                          -0.000000e+00 -0.000000e+00  
Age_30-49                                          -0.000000e+00 -0.000000e+00  
Age_50-64                                           1.077095e-01 -8.811908e-02  
Age_65+                                            -0.000000e+00 -0.000000e+00  

[58 rows x 58 columns]

PCA Results for Subset_36:
        PC1       PC2       PC3       PC4       PC5       PC6       PC7  \
0  1.222478  0.446182 -0.593897  0.001449  0.048112 -0.129083  0.526057   
1  0.719487 -0.987741 -0.512452 -0.419915 -0.823903  0.700768 -0.120687   
2 -1.129592  0.743443 -0.451684  0.071548  0.824101 -0.425209 -0.216126   
3 -1.309606  0.122341 -0.573423  0.067999 -0.131149  1.091004  0.229955   
4  0.253212 -0.224536 -0.679895  0.133391 -0.985270 -0.892180 -0.997132   

        PC8       PC9      PC10  ...  PC49  PC50  PC51          PC52  \
0  0.021963  0.265320  0.081142  ...   0.0   0.0   0.0 -6.661338e-16   
1  0.331799 -0.117284 -0.345846  ...   0.0   0.0   0.0 -2.220446e-16   
2 -0.212665 -0.551027 -0.157569  ...   0.0   0.0   0.0  2.220446e-16   
3  0.425503  0.015483  0.193486  ...   0.0   0.0   0.0  0.000000e+00   
4  0.469575  0.190550  0.092792  ...   0.0   0.0   0.0 -4.440892e-16   

           PC53          PC54          PC55          PC56          PC57  \
0  2.220446e-16 -2.775558e-16 -5.551115e-17  7.771561e-16  6.106227e-16   
1 -2.220446e-16  1.665335e-16  0.000000e+00 -1.110223e-16  3.330669e-16   
2  1.665335e-16 -5.551115e-17  0.000000e+00 -2.220446e-16 -1.110223e-16   
3  5.551115e-17  1.110223e-16  1.110223e-16  0.000000e+00  0.000000e+00   
4 -5.551115e-17 -1.110223e-16  0.000000e+00 -4.440892e-16  1.110223e-16   

           PC58  
0 -1.665335e-16  
1  2.220446e-16  
2  0.000000e+00  
3  1.110223e-16  
4 -1.110223e-16  

[5 rows x 58 columns]
No description has been provided for this image
For Subset_36, retain 27 components to explain 90% of the variance.

Subset Subset_37 is empty, skipping PCA.

Explained Variance for Subset_38:
[1.15212259e-01 7.40915294e-02 6.45942070e-02 5.94187724e-02
 5.67850528e-02 5.28130061e-02 4.70174927e-02 4.53514326e-02
 4.11123283e-02 3.90632318e-02 3.77620594e-02 3.47040111e-02
 3.37453214e-02 2.94300680e-02 2.54957908e-02 2.36066141e-02
 2.18419679e-02 1.99467393e-02 1.83504790e-02 1.71930754e-02
 1.65358633e-02 1.37533504e-02 1.26285016e-02 1.23641474e-02
 1.11380091e-02 1.02801949e-02 9.97443228e-03 7.65853193e-03
 7.01560280e-03 6.50541742e-03 6.44184892e-03 5.62201153e-03
 4.59650129e-03 4.41991236e-03 3.78608794e-03 3.39711692e-03
 1.85186871e-03 1.79904051e-03 1.78768164e-03 8.14969317e-04
 9.34712846e-05 1.04208931e-17 1.02991738e-17 4.35824503e-18
 2.65166712e-18 3.61067159e-19 8.54058156e-22 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00]

Cumulative Variance for Subset_38:
[0.11521226 0.18930379 0.253898   0.31331677 0.37010182 0.42291483
 0.46993232 0.51528375 0.55639608 0.59545931 0.63322137 0.66792538
 0.7016707  0.73110077 0.75659656 0.78020318 0.80204514 0.82199188
 0.84034236 0.85753544 0.8740713  0.88782465 0.90045315 0.9128173
 0.92395531 0.93423551 0.94420994 0.95186847 0.95888407 0.96538949
 0.97183134 0.97745335 0.98204985 0.98646976 0.99025585 0.99365297
 0.99550484 0.99730388 0.99909156 0.99990653 1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.        ]

Loadings for Subset_38:
                                                             PC1  \
HighBP                                             -3.098013e-01   
HighChol                                           -2.000996e-01   
CholCheck                                          -8.393679e-03   
Smoker                                             -1.374451e-01   
Stroke                                             -6.823674e-02   
HeartDiseaseorAttack                               -1.264580e-01   
PhysActivity                                        2.446545e-01   
Fruits                                              1.552585e-01   
Veggies                                             1.390755e-01   
HvyAlcoholConsump                                   3.404681e-02   
AnyHealthcare                                       5.754042e-03   
NoDocbcCost                                        -3.212150e-02   
DiffWalk                                           -2.511422e-01   
BMI_Underweight                                     0.000000e+00   
BMI_Healthy weight                                 -1.801651e-19   
BMI_Overweight                                     -5.169879e-26   
BMI_Class 1 Obesity                                 6.462349e-27   
BMI_Class 2 Obesity                                -8.077936e-28   
BMI_Class 3 Obesity                                -4.038968e-28   
GenHlth_Excellent                                   2.454178e-01   
GenHlth_Very good                                   1.882004e-01   
GenHlth_Good                                       -1.902641e-01   
GenHlth_Fair                                       -1.595912e-01   
GenHlth_Poor                                       -8.376281e-02   
MentHlth_0                                          1.599394e-01   
MentHlth_1-5                                       -5.884367e-02   
MentHlth_6-10                                      -2.803254e-02   
MentHlth_11-15                                     -1.994855e-02   
MentHlth_16-20                                     -8.337309e-03   
MentHlth_21-25                                     -2.796253e-03   
MentHlth_26-30                                     -4.198103e-02   
PhysHlth_0                                          3.200076e-01   
PhysHlth_1-5                                       -8.093535e-02   
PhysHlth_6-10                                      -4.607755e-02   
PhysHlth_11-15                                     -3.631640e-02   
PhysHlth_16-20                                     -1.922320e-02   
PhysHlth_21-25                                     -9.181812e-03   
PhysHlth_26-30                                     -1.282733e-01   
Education_Never attended school or only kinderg... -2.860164e-04   
Education_Elementary                               -1.657986e-02   
Education_Some high school                         -3.942802e-02   
Education_High school graduate                     -2.490898e-01   
Education_Some college or technical school         -1.004367e-01   
Education_College graduate                          4.058204e-01   
Income_Less than $10,000                           -3.689846e-02   
Income_$10,000-$14,999                             -6.640674e-02   
Income_$15,000-$19,999                             -8.190233e-02   
Income_$20,000-$24,999                             -8.318090e-02   
Income_$25,000-$34,999                             -5.321800e-02   
Income_$35,000-$49,999                              2.448932e-04   
Income_$50,000-$74,999                              6.701422e-02   
Income_$75,000 or more                              2.543473e-01   
Sex_Female                                         -1.801652e-19   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                            -1.801652e-19   

                                                             PC2  \
HighBP                                             -2.022263e-02   
HighChol                                            8.807865e-02   
CholCheck                                           5.338792e-03   
Smoker                                              8.032122e-03   
Stroke                                              2.881761e-02   
HeartDiseaseorAttack                                4.363720e-02   
PhysActivity                                       -2.808934e-02   
Fruits                                              6.482424e-02   
Veggies                                             5.609529e-02   
HvyAlcoholConsump                                   2.177665e-02   
AnyHealthcare                                       1.345877e-04   
NoDocbcCost                                         1.457639e-02   
DiffWalk                                            1.454530e-01   
BMI_Underweight                                    -0.000000e+00   
BMI_Healthy weight                                  6.886333e-19   
BMI_Overweight                                     -5.421011e-20   
BMI_Class 1 Obesity                                -2.710505e-20   
BMI_Class 2 Obesity                                -0.000000e+00   
BMI_Class 3 Obesity                                 1.694066e-21   
GenHlth_Excellent                                   2.655862e-02   
GenHlth_Very good                                  -2.294330e-01   
GenHlth_Good                                        5.325397e-02   
GenHlth_Fair                                        9.479940e-02   
GenHlth_Poor                                        5.482097e-02   
MentHlth_0                                         -2.980320e-01   
MentHlth_1-5                                        1.983348e-01   
MentHlth_6-10                                       3.087435e-02   
MentHlth_11-15                                      1.814743e-02   
MentHlth_16-20                                      8.538069e-03   
MentHlth_21-25                                      3.339817e-03   
MentHlth_26-30                                      3.879749e-02   
PhysHlth_0                                         -4.800591e-01   
PhysHlth_1-5                                        2.583976e-01   
PhysHlth_6-10                                       5.468999e-02   
PhysHlth_11-15                                      3.458395e-02   
PhysHlth_16-20                                      1.656210e-02   
PhysHlth_21-25                                      8.407704e-03   
PhysHlth_26-30                                      1.074178e-01   
Education_Never attended school or only kinderg... -1.675972e-04   
Education_Elementary                                2.502877e-03   
Education_Some high school                          1.724256e-03   
Education_High school graduate                     -2.967464e-01   
Education_Some college or technical school         -2.094677e-01   
Education_College graduate                          5.021546e-01   
Income_Less than $10,000                            1.866108e-03   
Income_$10,000-$14,999                             -5.245068e-03   
Income_$15,000-$19,999                             -3.590802e-02   
Income_$20,000-$24,999                             -4.958868e-02   
Income_$25,000-$34,999                             -7.431749e-02   
Income_$35,000-$49,999                             -7.384631e-02   
Income_$50,000-$74,999                              1.960169e-02   
Income_$75,000 or more                              2.174378e-01   
Sex_Female                                          3.085577e-19   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                             3.085577e-19   

                                                             PC3  \
HighBP                                              5.912385e-02   
HighChol                                            1.939162e-01   
CholCheck                                           9.311458e-03   
Smoker                                              9.765603e-02   
Stroke                                             -9.538557e-05   
HeartDiseaseorAttack                               -1.214991e-02   
PhysActivity                                        4.333971e-02   
Fruits                                             -8.582918e-03   
Veggies                                             2.487968e-02   
HvyAlcoholConsump                                   2.064534e-02   
AnyHealthcare                                       7.356535e-04   
NoDocbcCost                                        -5.055561e-04   
DiffWalk                                           -2.040292e-02   
BMI_Underweight                                    -0.000000e+00   
BMI_Healthy weight                                  1.749843e-18   
BMI_Overweight                                     -0.000000e+00   
BMI_Class 1 Obesity                                 1.734723e-18   
BMI_Class 2 Obesity                                -0.000000e+00   
BMI_Class 3 Obesity                                 2.168404e-19   
GenHlth_Excellent                                  -3.594088e-01   
GenHlth_Very good                                   7.441004e-01   
GenHlth_Good                                       -3.900461e-01   
GenHlth_Fair                                       -3.177142e-04   
GenHlth_Poor                                        5.672197e-03   
MentHlth_0                                         -1.685078e-01   
MentHlth_1-5                                        1.346599e-01   
MentHlth_6-10                                       1.343695e-02   
MentHlth_11-15                                      7.892203e-03   
MentHlth_16-20                                      2.383980e-03   
MentHlth_21-25                                      1.901985e-03   
MentHlth_26-30                                      8.232788e-03   
PhysHlth_0                                         -1.477756e-01   
PhysHlth_1-5                                        1.260344e-01   
PhysHlth_6-10                                       7.702974e-03   
PhysHlth_11-15                                      6.342141e-03   
PhysHlth_16-20                                      2.235477e-03   
PhysHlth_21-25                                     -1.489226e-05   
PhysHlth_26-30                                      5.475551e-03   
Education_Never attended school or only kinderg... -3.608458e-05   
Education_Elementary                               -5.854361e-03   
Education_Some high school                         -9.722069e-03   
Education_High school graduate                     -9.736012e-02   
Education_Some college or technical school          1.058501e-01   
Education_College graduate                          7.122569e-03   
Income_Less than $10,000                           -1.389354e-02   
Income_$10,000-$14,999                             -1.545098e-02   
Income_$15,000-$19,999                             -1.952871e-02   
Income_$20,000-$24,999                             -2.605726e-02   
Income_$25,000-$34,999                              1.337272e-02   
Income_$35,000-$49,999                              4.681381e-02   
Income_$50,000-$74,999                              3.133352e-02   
Income_$75,000 or more                             -1.658958e-02   
Sex_Female                                          1.540331e-19   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                             1.540331e-19   

                                                             PC4  \
HighBP                                             -2.790587e-01   
HighChol                                           -2.607766e-01   
CholCheck                                          -1.496544e-02   
Smoker                                              2.141113e-01   
Stroke                                             -4.175809e-03   
HeartDiseaseorAttack                               -2.416369e-02   
PhysActivity                                        8.134289e-03   
Fruits                                              3.035381e-03   
Veggies                                             3.704147e-02   
HvyAlcoholConsump                                   2.384362e-02   
AnyHealthcare                                       8.631431e-04   
NoDocbcCost                                         6.926747e-03   
DiffWalk                                            3.006007e-02   
BMI_Underweight                                     2.775558e-17   
BMI_Healthy weight                                  1.622813e-17   
BMI_Overweight                                     -0.000000e+00   
BMI_Class 1 Obesity                                 3.469447e-18   
BMI_Class 2 Obesity                                -8.673617e-19   
BMI_Class 3 Obesity                                 4.336809e-19   
GenHlth_Excellent                                   1.380968e-01   
GenHlth_Very good                                  -1.242485e-01   
GenHlth_Good                                       -4.877939e-02   
GenHlth_Fair                                        2.097451e-02   
GenHlth_Poor                                        1.395654e-02   
MentHlth_0                                         -9.590670e-02   
MentHlth_1-5                                        5.962191e-02   
MentHlth_6-10                                       7.372473e-03   
MentHlth_11-15                                      9.616087e-03   
MentHlth_16-20                                      3.102358e-03   
MentHlth_21-25                                      2.227619e-03   
MentHlth_26-30                                      1.396625e-02   
PhysHlth_0                                         -1.215038e-01   
PhysHlth_1-5                                        6.914191e-02   
PhysHlth_6-10                                       4.748272e-03   
PhysHlth_11-15                                      1.224015e-02   
PhysHlth_16-20                                      2.999466e-03   
PhysHlth_21-25                                      5.826423e-04   
PhysHlth_26-30                                      3.179131e-02   
Education_Never attended school or only kinderg... -8.676516e-05   
Education_Elementary                               -4.856233e-03   
Education_Some high school                         -9.936011e-04   
Education_High school graduate                     -4.322533e-01   
Education_Some college or technical school          6.923946e-01   
Education_College graduate                         -2.542046e-01   
Income_Less than $10,000                           -6.308069e-03   
Income_$10,000-$14,999                             -1.156486e-02   
Income_$15,000-$19,999                             -2.638862e-02   
Income_$20,000-$24,999                             -3.750889e-03   
Income_$25,000-$34,999                             -3.041916e-03   
Income_$35,000-$49,999                              2.331599e-02   
Income_$50,000-$74,999                              2.796191e-02   
Income_$75,000 or more                             -2.235565e-04   
Sex_Female                                          9.187485e-20   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                             9.187485e-20   

                                                             PC5  \
HighBP                                              4.810230e-01   
HighChol                                            5.450273e-01   
CholCheck                                           2.338498e-02   
Smoker                                             -8.089995e-02   
Stroke                                              1.723882e-02   
HeartDiseaseorAttack                                6.046998e-02   
PhysActivity                                        1.361317e-01   
Fruits                                              1.257998e-01   
Veggies                                             9.423183e-02   
HvyAlcoholConsump                                   1.065377e-02   
AnyHealthcare                                       6.359587e-03   
NoDocbcCost                                        -1.564217e-02   
DiffWalk                                           -7.081509e-02   
BMI_Underweight                                    -1.387779e-17   
BMI_Healthy weight                                  2.955693e-17   
BMI_Overweight                                     -0.000000e+00   
BMI_Class 1 Obesity                                -0.000000e+00   
BMI_Class 2 Obesity                                 1.734723e-18   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                  -5.887650e-02   
GenHlth_Very good                                  -7.281835e-02   
GenHlth_Good                                        2.492942e-01   
GenHlth_Fair                                       -7.209451e-02   
GenHlth_Poor                                       -4.550485e-02   
MentHlth_0                                          1.819115e-01   
MentHlth_1-5                                       -1.088296e-01   
MentHlth_6-10                                      -2.342343e-02   
MentHlth_11-15                                     -1.122978e-02   
MentHlth_16-20                                     -3.582379e-03   
MentHlth_21-25                                     -1.248948e-03   
MentHlth_26-30                                     -3.359740e-02   
PhysHlth_0                                          1.541762e-01   
PhysHlth_1-5                                       -5.438717e-02   
PhysHlth_6-10                                      -1.439933e-02   
PhysHlth_11-15                                     -1.366627e-02   
PhysHlth_16-20                                     -7.851895e-03   
PhysHlth_21-25                                     -4.592486e-03   
PhysHlth_26-30                                     -5.927902e-02   
Education_Never attended school or only kinderg... -1.358787e-04   
Education_Elementary                                3.432558e-03   
Education_Some high school                         -6.865935e-03   
Education_High school graduate                     -3.825344e-01   
Education_Some college or technical school          3.011481e-01   
Education_College graduate                          8.495554e-02   
Income_Less than $10,000                           -1.335488e-02   
Income_$10,000-$14,999                             -2.724948e-02   
Income_$15,000-$19,999                             -3.173187e-02   
Income_$20,000-$24,999                             -2.920902e-02   
Income_$25,000-$34,999                             -3.298132e-02   
Income_$35,000-$49,999                              1.187796e-02   
Income_$50,000-$74,999                              4.757302e-02   
Income_$75,000 or more                              7.507560e-02   
Sex_Female                                         -3.054383e-19   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -3.054383e-19   

                                                             PC6  \
HighBP                                              5.186175e-02   
HighChol                                            1.835112e-01   
CholCheck                                          -4.508564e-03   
Smoker                                              7.827350e-01   
Stroke                                              1.913093e-02   
HeartDiseaseorAttack                                3.544496e-02   
PhysActivity                                       -1.145119e-01   
Fruits                                             -2.890792e-01   
Veggies                                            -8.753035e-02   
HvyAlcoholConsump                                   9.957211e-02   
AnyHealthcare                                       1.490120e-03   
NoDocbcCost                                         5.476175e-03   
DiffWalk                                            5.219156e-02   
BMI_Underweight                                    -5.551115e-17   
BMI_Healthy weight                                 -1.599805e-16   
BMI_Overweight                                     -1.110223e-16   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                 2.775558e-17   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                   1.644650e-01   
GenHlth_Very good                                  -5.946031e-02   
GenHlth_Good                                       -1.949304e-01   
GenHlth_Fair                                        5.720795e-02   
GenHlth_Poor                                        3.271773e-02   
MentHlth_0                                          3.353591e-02   
MentHlth_1-5                                       -5.697612e-02   
MentHlth_6-10                                       3.944816e-03   
MentHlth_11-15                                      5.163964e-04   
MentHlth_16-20                                      1.953045e-03   
MentHlth_21-25                                     -3.755065e-05   
MentHlth_26-30                                      1.706350e-02   
PhysHlth_0                                          2.099857e-01   
PhysHlth_1-5                                       -2.149275e-01   
PhysHlth_6-10                                      -2.365423e-02   
PhysHlth_11-15                                     -6.731511e-03   
PhysHlth_16-20                                     -2.547840e-04   
PhysHlth_21-25                                      2.667674e-04   
PhysHlth_26-30                                      3.531558e-02   
Education_Never attended school or only kinderg...  9.154328e-05   
Education_Elementary                               -1.867517e-03   
Education_Some high school                          2.547963e-02   
Education_High school graduate                     -4.564580e-02   
Education_Some college or technical school         -1.173719e-01   
Education_College graduate                          1.393140e-01   
Income_Less than $10,000                            2.975244e-03   
Income_$10,000-$14,999                              1.240779e-02   
Income_$15,000-$19,999                             -5.592618e-03   
Income_$20,000-$24,999                             -3.777093e-02   
Income_$25,000-$34,999                             -3.338395e-02   
Income_$35,000-$49,999                             -5.101819e-02   
Income_$50,000-$74,999                             -3.036591e-02   
Income_$75,000 or more                              1.427486e-01   
Sex_Female                                          5.530864e-20   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             5.530864e-20   

                                                             PC7  \
HighBP                                              1.602474e-01   
HighChol                                           -2.581301e-01   
CholCheck                                           4.519811e-03   
Smoker                                              3.595450e-02   
Stroke                                              2.626560e-02   
HeartDiseaseorAttack                                4.846506e-02   
PhysActivity                                       -1.450150e-01   
Fruits                                              6.632326e-02   
Veggies                                            -1.111376e-02   
HvyAlcoholConsump                                  -2.664549e-03   
AnyHealthcare                                       2.016166e-03   
NoDocbcCost                                        -1.248657e-03   
DiffWalk                                            1.492442e-01   
BMI_Underweight                                     1.387779e-16   
BMI_Healthy weight                                  5.896852e-17   
BMI_Overweight                                     -5.551115e-17   
BMI_Class 1 Obesity                                 2.775558e-17   
BMI_Class 2 Obesity                                 5.551115e-17   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                  -5.571234e-02   
GenHlth_Very good                                   7.497344e-02   
GenHlth_Good                                       -1.767079e-01   
GenHlth_Fair                                        1.048526e-01   
GenHlth_Poor                                        5.259428e-02   
MentHlth_0                                          6.177276e-01   
MentHlth_1-5                                       -4.987428e-01   
MentHlth_6-10                                      -4.592488e-02   
MentHlth_11-15                                     -2.471442e-02   
MentHlth_16-20                                     -8.986076e-03   
MentHlth_21-25                                     -4.731375e-03   
MentHlth_26-30                                     -3.462804e-02   
PhysHlth_0                                         -3.296772e-01   
PhysHlth_1-5                                        1.592500e-01   
PhysHlth_6-10                                       3.446184e-02   
PhysHlth_11-15                                      1.885613e-02   
PhysHlth_16-20                                      6.413403e-03   
PhysHlth_21-25                                      5.567363e-03   
PhysHlth_26-30                                      1.051284e-01   
Education_Never attended school or only kinderg...  6.910525e-05   
Education_Elementary                                7.877174e-03   
Education_Some high school                          1.836192e-02   
Education_High school graduate                     -9.381351e-02   
Education_Some college or technical school         -1.365831e-02   
Education_College graduate                          8.116362e-02   
Income_Less than $10,000                            1.132041e-02   
Income_$10,000-$14,999                              1.133016e-02   
Income_$15,000-$19,999                              8.343885e-04   
Income_$20,000-$24,999                             -1.343081e-02   
Income_$25,000-$34,999                             -7.759768e-04   
Income_$35,000-$49,999                             -7.381484e-03   
Income_$50,000-$74,999                             -4.705244e-02   
Income_$75,000 or more                              4.515576e-02   
Sex_Female                                         -7.232621e-19   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -7.232621e-19   

                                                             PC8  \
HighBP                                             -9.485062e-02   
HighChol                                           -2.124488e-01   
CholCheck                                          -2.624514e-03   
Smoker                                              4.422024e-01   
Stroke                                             -2.958444e-02   
HeartDiseaseorAttack                               -5.441619e-02   
PhysActivity                                        1.710482e-01   
Fruits                                              2.869740e-02   
Veggies                                             6.033365e-02   
HvyAlcoholConsump                                   3.417831e-02   
AnyHealthcare                                      -1.614369e-04   
NoDocbcCost                                        -1.682906e-02   
DiffWalk                                           -1.764324e-01   
BMI_Underweight                                     2.359224e-16   
BMI_Healthy weight                                  6.224760e-17   
BMI_Overweight                                     -8.326673e-17   
BMI_Class 1 Obesity                                 2.775558e-17   
BMI_Class 2 Obesity                                -5.551115e-17   
BMI_Class 3 Obesity                                 1.110223e-16   
GenHlth_Excellent                                  -3.619471e-01   
GenHlth_Very good                                   1.048997e-01   
GenHlth_Good                                        5.984619e-01   
GenHlth_Fair                                       -2.503153e-01   
GenHlth_Poor                                       -9.109919e-02   
MentHlth_0                                          8.707172e-02   
MentHlth_1-5                                       -1.502510e-02   
MentHlth_6-10                                      -1.673421e-02   
MentHlth_11-15                                     -1.439907e-02   
MentHlth_16-20                                     -3.555136e-03   
MentHlth_21-25                                     -1.510284e-03   
MentHlth_26-30                                     -3.584792e-02   
PhysHlth_0                                         -7.034448e-02   
PhysHlth_1-5                                        2.246871e-01   
PhysHlth_6-10                                       1.071597e-02   
PhysHlth_11-15                                     -1.192724e-02   
PhysHlth_16-20                                     -1.448057e-02   
PhysHlth_21-25                                     -6.749192e-03   
PhysHlth_26-30                                     -1.319016e-01   
Education_Never attended school or only kinderg... -2.273423e-04   
Education_Elementary                               -1.678959e-02   
Education_Some high school                         -2.372570e-02   
Education_High school graduate                      4.093632e-02   
Education_Some college or technical school         -7.816791e-02   
Education_College graduate                          7.797422e-02   
Income_Less than $10,000                           -2.453924e-02   
Income_$10,000-$14,999                             -2.604729e-02   
Income_$15,000-$19,999                             -2.853159e-02   
Income_$20,000-$24,999                              4.503498e-03   
Income_$25,000-$34,999                              3.767126e-02   
Income_$35,000-$49,999                              6.095189e-02   
Income_$50,000-$74,999                              3.199977e-02   
Income_$75,000 or more                             -5.600829e-02   
Sex_Female                                         -2.732256e-19   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -2.732256e-19   

                                                             PC9  \
HighBP                                             -5.162836e-01   
HighChol                                            5.924412e-01   
CholCheck                                           5.776827e-04   
Smoker                                              2.999307e-02   
Stroke                                             -2.916775e-02   
HeartDiseaseorAttack                               -4.413850e-02   
PhysActivity                                        1.598356e-01   
Fruits                                             -6.178124e-02   
Veggies                                            -4.868055e-03   
HvyAlcoholConsump                                  -2.343805e-02   
AnyHealthcare                                       4.817539e-04   
NoDocbcCost                                        -2.914410e-03   
DiffWalk                                           -1.373382e-01   
BMI_Underweight                                    -2.775558e-17   
BMI_Healthy weight                                 -1.607311e-17   
BMI_Overweight                                     -1.387779e-17   
BMI_Class 1 Obesity                                -2.775558e-17   
BMI_Class 2 Obesity                                -2.775558e-17   
BMI_Class 3 Obesity                                -1.387779e-17   
GenHlth_Excellent                                   1.854588e-01   
GenHlth_Very good                                  -7.424845e-02   
GenHlth_Good                                       -6.175302e-02   
GenHlth_Fair                                       -2.970507e-02   
GenHlth_Poor                                       -1.975224e-02   
MentHlth_0                                          2.187026e-01   
MentHlth_1-5                                       -1.506959e-01   
MentHlth_6-10                                      -2.273921e-02   
MentHlth_11-15                                     -1.056934e-02   
MentHlth_16-20                                     -5.228944e-03   
MentHlth_21-25                                     -1.534394e-03   
MentHlth_26-30                                     -2.793472e-02   
PhysHlth_0                                         -2.468638e-01   
PhysHlth_1-5                                        2.597600e-01   
PhysHlth_6-10                                       1.567544e-02   
PhysHlth_11-15                                      1.311378e-03   
PhysHlth_16-20                                     -4.278126e-03   
PhysHlth_21-25                                     -8.996616e-04   
PhysHlth_26-30                                     -2.470524e-02   
Education_Never attended school or only kinderg... -1.479961e-04   
Education_Elementary                               -1.429430e-02   
Education_Some high school                         -3.505804e-02   
Education_High school graduate                      1.776785e-01   
Education_Some college or technical school         -7.892591e-03   
Education_College graduate                         -1.202856e-01   
Income_Less than $10,000                           -1.221251e-02   
Income_$10,000-$14,999                             -1.654967e-02   
Income_$15,000-$19,999                             -1.927363e-02   
Income_$20,000-$24,999                             -1.627536e-02   
Income_$25,000-$34,999                              3.574392e-02   
Income_$35,000-$49,999                             -1.220560e-02   
Income_$50,000-$74,999                              1.485272e-01   
Income_$75,000 or more                             -1.077544e-01   
Sex_Female                                         -4.095533e-19   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                            -4.095533e-19   

                                                            PC10  ...  PC49  \
HighBP                                              1.606447e-01  ...   0.0   
HighChol                                           -1.628558e-02  ...   0.0   
CholCheck                                           8.105093e-03  ...   0.0   
Smoker                                              3.071078e-01  ...   0.0   
Stroke                                              1.921382e-02  ...   0.0   
HeartDiseaseorAttack                                4.847583e-02  ...   0.0   
PhysActivity                                        2.047052e-01  ...   0.0   
Fruits                                              7.479495e-01  ...   0.0   
Veggies                                             3.261807e-01  ...   0.0   
HvyAlcoholConsump                                  -2.069089e-03  ...   0.0   
AnyHealthcare                                       4.639642e-03  ...   0.0   
NoDocbcCost                                        -2.230826e-03  ...   0.0   
DiffWalk                                            3.593955e-02  ...   0.0   
BMI_Underweight                                     5.551115e-17  ...   0.0   
BMI_Healthy weight                                  2.288796e-17  ...   0.0   
BMI_Overweight                                      3.469447e-17  ...   0.0   
BMI_Class 1 Obesity                                 5.551115e-17  ...   0.0   
BMI_Class 2 Obesity                                 0.000000e+00  ...   0.0   
BMI_Class 3 Obesity                                -1.387779e-17  ...   0.0   
GenHlth_Excellent                                   1.706047e-01  ...   0.0   
GenHlth_Very good                                  -7.649770e-02  ...   0.0   
GenHlth_Good                                       -1.812985e-01  ...   0.0   
GenHlth_Fair                                        6.788118e-02  ...   0.0   
GenHlth_Poor                                        1.931038e-02  ...   0.0   
MentHlth_0                                         -6.796935e-02  ...   0.0   
MentHlth_1-5                                        5.153924e-02  ...   0.0   
MentHlth_6-10                                       1.090303e-02  ...   0.0   
MentHlth_11-15                                      1.962425e-03  ...   0.0   
MentHlth_16-20                                     -1.629695e-04  ...   0.0   
MentHlth_21-25                                     -1.294010e-03  ...   0.0   
MentHlth_26-30                                      5.021637e-03  ...   0.0   
PhysHlth_0                                         -4.479434e-02  ...   0.0   
PhysHlth_1-5                                       -1.470573e-02  ...   0.0   
PhysHlth_6-10                                       1.282244e-02  ...   0.0   
PhysHlth_11-15                                      1.363180e-02  ...   0.0   
PhysHlth_16-20                                      6.143747e-03  ...   0.0   
PhysHlth_21-25                                      1.576721e-03  ...   0.0   
PhysHlth_26-30                                      2.532537e-02  ...   0.0   
Education_Never attended school or only kinderg... -1.028122e-03  ...   0.0   
Education_Elementary                               -1.471951e-02  ...   0.0   
Education_Some high school                         -3.321574e-02  ...   0.0   
Education_High school graduate                      2.116962e-01  ...   0.0   
Education_Some college or technical school         -5.405401e-02  ...   0.0   
Education_College graduate                         -1.086788e-01  ...   0.0   
Income_Less than $10,000                           -1.279163e-02  ...   0.0   
Income_$10,000-$14,999                             -1.704666e-03  ...   0.0   
Income_$15,000-$19,999                              1.849420e-02  ...   0.0   
Income_$20,000-$24,999                              1.494801e-02  ...   0.0   
Income_$25,000-$34,999                              3.713917e-02  ...   0.0   
Income_$35,000-$49,999                              1.802279e-02  ...   0.0   
Income_$50,000-$74,999                              5.844381e-02  ...   0.0   
Income_$75,000 or more                             -1.325517e-01  ...   0.0   
Sex_Female                                          2.066741e-19  ...   0.0   
Sex_Male                                            0.000000e+00  ...   0.0   
Age_18-29                                           0.000000e+00  ...   0.0   
Age_30-49                                           0.000000e+00  ...   0.0   
Age_50-64                                           0.000000e+00  ...   1.0   
Age_65+                                             2.066741e-19  ...   0.0   

                                                    PC50  PC51          PC52  \
HighBP                                               0.0   0.0 -0.000000e+00   
HighChol                                             0.0   0.0  5.640911e-23   
CholCheck                                            0.0   0.0 -4.411071e-22   
Smoker                                               0.0   0.0 -4.289174e-22   
Stroke                                               0.0   0.0 -7.327825e-21   
HeartDiseaseorAttack                                 0.0   0.0 -1.237827e-20   
PhysActivity                                         0.0   0.0  4.768069e-21   
Fruits                                               0.0   0.0  1.530496e-21   
Veggies                                              0.0   0.0  4.610708e-22   
HvyAlcoholConsump                                    0.0   0.0 -3.898888e-22   
AnyHealthcare                                        0.0   0.0 -1.696227e-19   
NoDocbcCost                                          0.0   0.0  1.620757e-20   
DiffWalk                                             0.0   0.0 -5.994978e-21   
BMI_Underweight                                      0.0   0.0 -3.609014e-12   
BMI_Healthy weight                                   0.0   0.0 -3.171441e-11   
BMI_Overweight                                       0.0   0.0 -3.582085e-11   
BMI_Class 1 Obesity                                  0.0   0.0 -1.499237e-11   
BMI_Class 2 Obesity                                  0.0   0.0 -1.665388e-11   
BMI_Class 3 Obesity                                  0.0   0.0 -3.085039e-11   
GenHlth_Excellent                                    0.0   0.0  1.560488e-11   
GenHlth_Very good                                    0.0   0.0  1.560488e-11   
GenHlth_Good                                         0.0   0.0  1.560488e-11   
GenHlth_Fair                                         0.0   0.0  1.560489e-11   
GenHlth_Poor                                         0.0   0.0  1.560489e-11   
MentHlth_0                                           0.0   0.0 -3.649643e-13   
MentHlth_1-5                                         0.0   0.0 -3.649643e-13   
MentHlth_6-10                                        0.0   0.0 -3.649644e-13   
MentHlth_11-15                                       0.0   0.0 -3.649642e-13   
MentHlth_16-20                                       0.0   0.0 -3.649644e-13   
MentHlth_21-25                                       0.0   0.0 -3.649643e-13   
MentHlth_26-30                                       0.0   0.0 -3.649642e-13   
PhysHlth_0                                           0.0   0.0  8.640788e-12   
PhysHlth_1-5                                         0.0   0.0  8.640788e-12   
PhysHlth_6-10                                        0.0   0.0  8.640788e-12   
PhysHlth_11-15                                       0.0   0.0  8.640788e-12   
PhysHlth_16-20                                       0.0   0.0  8.640788e-12   
PhysHlth_21-25                                       0.0   0.0  8.640789e-12   
PhysHlth_26-30                                       0.0   0.0  8.640788e-12   
Education_Never attended school or only kinderg...   0.0   0.0  5.572018e-12   
Education_Elementary                                 0.0   0.0  5.572018e-12   
Education_Some high school                           0.0   0.0  5.572018e-12   
Education_High school graduate                       0.0   0.0  5.572018e-12   
Education_Some college or technical school           0.0   0.0  5.572018e-12   
Education_College graduate                           0.0   0.0  5.572018e-12   
Income_Less than $10,000                             0.0   0.0 -2.568643e-11   
Income_$10,000-$14,999                               0.0   0.0 -2.568643e-11   
Income_$15,000-$19,999                               0.0   0.0 -2.568643e-11   
Income_$20,000-$24,999                               0.0   0.0 -2.568643e-11   
Income_$25,000-$34,999                               0.0   0.0 -2.568643e-11   
Income_$35,000-$49,999                               0.0   0.0 -2.568643e-11   
Income_$50,000-$74,999                               0.0   0.0 -2.568643e-11   
Income_$75,000 or more                               0.0   0.0 -2.568643e-11   
Sex_Female                                           0.0   0.0  7.071068e-01   
Sex_Male                                             0.0   0.0 -0.000000e+00   
Age_18-29                                            0.0   1.0 -0.000000e+00   
Age_30-49                                            1.0   0.0 -0.000000e+00   
Age_50-64                                            0.0   0.0 -0.000000e+00   
Age_65+                                              0.0   0.0 -7.071068e-01   

                                                            PC53  \
HighBP                                              0.000000e+00   
HighChol                                           -8.127656e-17   
CholCheck                                           1.221602e-16   
Smoker                                             -8.898688e-17   
Stroke                                             -4.007576e-16   
HeartDiseaseorAttack                                4.491795e-17   
PhysActivity                                       -1.023322e-16   
Fruits                                             -1.271310e-16   
Veggies                                             1.655207e-16   
HvyAlcoholConsump                                   2.444027e-16   
AnyHealthcare                                       3.981627e-15   
NoDocbcCost                                        -1.112023e-16   
DiffWalk                                           -1.492465e-17   
BMI_Underweight                                     1.324380e-01   
BMI_Healthy weight                                 -7.090263e-02   
BMI_Overweight                                      1.581752e-01   
BMI_Class 1 Obesity                                 9.224289e-02   
BMI_Class 2 Obesity                                 1.865395e-01   
BMI_Class 3 Obesity                                 2.029716e-01   
GenHlth_Excellent                                  -2.464052e-01   
GenHlth_Very good                                  -2.464052e-01   
GenHlth_Good                                       -2.464052e-01   
GenHlth_Fair                                       -2.464052e-01   
GenHlth_Poor                                       -2.464052e-01   
MentHlth_0                                         -1.308858e-01   
MentHlth_1-5                                       -1.308858e-01   
MentHlth_6-10                                      -1.308858e-01   
MentHlth_11-15                                     -1.308858e-01   
MentHlth_16-20                                     -1.308858e-01   
MentHlth_21-25                                     -1.308858e-01   
MentHlth_26-30                                     -1.308858e-01   
PhysHlth_0                                          9.887481e-02   
PhysHlth_1-5                                        9.887481e-02   
PhysHlth_6-10                                       9.887481e-02   
PhysHlth_11-15                                      9.887481e-02   
PhysHlth_16-20                                      9.887481e-02   
PhysHlth_21-25                                      9.887481e-02   
PhysHlth_26-30                                      9.887481e-02   
Education_Never attended school or only kinderg...  5.699189e-02   
Education_Elementary                                5.699189e-02   
Education_Some high school                          5.699189e-02   
Education_High school graduate                      5.699189e-02   
Education_Some college or technical school          5.699189e-02   
Education_College graduate                          5.699189e-02   
Income_Less than $10,000                            1.519027e-01   
Income_$10,000-$14,999                              1.519027e-01   
Income_$15,000-$19,999                              1.519027e-01   
Income_$20,000-$24,999                              1.519027e-01   
Income_$25,000-$34,999                              1.519027e-01   
Income_$35,000-$49,999                              1.519027e-01   
Income_$50,000-$74,999                              1.519027e-01   
Income_$75,000 or more                              1.519027e-01   
Sex_Female                                          2.931702e-01   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             2.931702e-01   

                                                            PC54  \
HighBP                                              0.000000e+00   
HighChol                                            6.095742e-17   
CholCheck                                           1.937802e-16   
Smoker                                              7.981459e-17   
Stroke                                             -6.511172e-17   
HeartDiseaseorAttack                               -6.646541e-17   
PhysActivity                                        4.547788e-17   
Fruits                                              1.944098e-16   
Veggies                                             4.579406e-17   
HvyAlcoholConsump                                  -4.667560e-17   
AnyHealthcare                                      -1.933461e-15   
NoDocbcCost                                         3.840271e-16   
DiffWalk                                            8.191140e-17   
BMI_Underweight                                    -1.054815e-01   
BMI_Healthy weight                                  8.265174e-02   
BMI_Overweight                                      1.767969e-01   
BMI_Class 1 Obesity                                 3.913525e-01   
BMI_Class 2 Obesity                                 1.102134e-01   
BMI_Class 3 Obesity                                -2.719889e-02   
GenHlth_Excellent                                   6.378298e-02   
GenHlth_Very good                                   6.378298e-02   
GenHlth_Good                                        6.378298e-02   
GenHlth_Fair                                        6.378298e-02   
GenHlth_Poor                                        6.378298e-02   
MentHlth_0                                          1.845015e-01   
MentHlth_1-5                                        1.845015e-01   
MentHlth_6-10                                       1.845015e-01   
MentHlth_11-15                                      1.845015e-01   
MentHlth_16-20                                      1.845015e-01   
MentHlth_21-25                                      1.845015e-01   
MentHlth_26-30                                      1.845015e-01   
PhysHlth_0                                          2.614293e-01   
PhysHlth_1-5                                        2.614293e-01   
PhysHlth_6-10                                       2.614293e-01   
PhysHlth_11-15                                      2.614293e-01   
PhysHlth_16-20                                      2.614293e-01   
PhysHlth_21-25                                      2.614293e-01   
PhysHlth_26-30                                      2.614293e-01   
Education_Never attended school or only kinderg... -6.336757e-02   
Education_Elementary                               -6.336757e-02   
Education_Some high school                         -6.336757e-02   
Education_High school graduate                     -6.336757e-02   
Education_Some college or technical school         -6.336757e-02   
Education_College graduate                         -6.336757e-02   
Income_Less than $10,000                            4.816436e-02   
Income_$10,000-$14,999                              4.816436e-02   
Income_$15,000-$19,999                              4.816436e-02   
Income_$20,000-$24,999                              4.816436e-02   
Income_$25,000-$34,999                              4.816436e-02   
Income_$35,000-$49,999                              4.816436e-02   
Income_$50,000-$74,999                              4.816436e-02   
Income_$75,000 or more                              4.816436e-02   
Sex_Female                                         -5.023264e-02   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                            -5.023264e-02   

                                                            PC55  \
HighBP                                              1.283618e-16   
HighChol                                           -2.139726e-16   
CholCheck                                          -2.167042e-16   
Smoker                                              7.432058e-17   
Stroke                                             -3.386447e-16   
HeartDiseaseorAttack                                3.257233e-17   
PhysActivity                                        5.496797e-17   
Fruits                                              8.830570e-17   
Veggies                                             5.207245e-17   
HvyAlcoholConsump                                   5.318685e-17   
AnyHealthcare                                       7.407652e-16   
NoDocbcCost                                         4.749518e-16   
DiffWalk                                           -1.878933e-17   
BMI_Underweight                                     3.132597e-02   
BMI_Healthy weight                                  8.309315e-03   
BMI_Overweight                                      1.983357e-02   
BMI_Class 1 Obesity                                -4.763042e-03   
BMI_Class 2 Obesity                                -2.198614e-02   
BMI_Class 3 Obesity                                -9.540819e-03   
GenHlth_Excellent                                  -5.394038e-02   
GenHlth_Very good                                  -5.394038e-02   
GenHlth_Good                                       -5.394038e-02   
GenHlth_Fair                                       -5.394038e-02   
GenHlth_Poor                                       -5.394038e-02   
MentHlth_0                                          2.028393e-01   
MentHlth_1-5                                        2.028393e-01   
MentHlth_6-10                                       2.028393e-01   
MentHlth_11-15                                      2.028393e-01   
MentHlth_16-20                                      2.028393e-01   
MentHlth_21-25                                      2.028393e-01   
MentHlth_26-30                                      2.028393e-01   
PhysHlth_0                                         -7.381006e-02   
PhysHlth_1-5                                       -7.381006e-02   
PhysHlth_6-10                                      -7.381006e-02   
PhysHlth_11-15                                     -7.381006e-02   
PhysHlth_16-20                                     -7.381006e-02   
PhysHlth_21-25                                     -7.381006e-02   
PhysHlth_26-30                                     -7.381006e-02   
Education_Never attended school or only kinderg...  3.265706e-01   
Education_Elementary                                3.265706e-01   
Education_Some high school                          3.265706e-01   
Education_High school graduate                      3.265706e-01   
Education_Some college or technical school          3.265706e-01   
Education_College graduate                          3.265706e-01   
Income_Less than $10,000                            4.657864e-02   
Income_$10,000-$14,999                              4.657864e-02   
Income_$15,000-$19,999                              4.657864e-02   
Income_$20,000-$24,999                              4.657864e-02   
Income_$25,000-$34,999                              4.657864e-02   
Income_$35,000-$49,999                              4.657864e-02   
Income_$50,000-$74,999                              4.657864e-02   
Income_$75,000 or more                              4.657864e-02   
Sex_Female                                          3.371773e-03   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             3.371773e-03   

                                                            PC56  \
HighBP                                             -0.000000e+00   
HighChol                                            5.841753e-17   
CholCheck                                           6.467150e-17   
Smoker                                              4.289143e-17   
Stroke                                             -7.400757e-16   
HeartDiseaseorAttack                                2.016383e-16   
PhysActivity                                        9.288547e-17   
Fruits                                              5.131033e-17   
Veggies                                            -2.428253e-19   
HvyAlcoholConsump                                   2.760817e-16   
AnyHealthcare                                      -1.048386e-15   
NoDocbcCost                                        -4.306353e-17   
DiffWalk                                            6.563751e-18   
BMI_Underweight                                     4.441163e-01   
BMI_Healthy weight                                 -3.808377e-01   
BMI_Overweight                                      5.025123e-01   
BMI_Class 1 Obesity                                 3.982126e-01   
BMI_Class 2 Obesity                                 4.418194e-02   
BMI_Class 3 Obesity                                 6.100942e-02   
GenHlth_Excellent                                   1.796084e-01   
GenHlth_Very good                                   1.796084e-01   
GenHlth_Good                                        1.796084e-01   
GenHlth_Fair                                        1.796084e-01   
GenHlth_Poor                                        1.796084e-01   
MentHlth_0                                         -3.783005e-02   
MentHlth_1-5                                       -3.783005e-02   
MentHlth_6-10                                      -3.783005e-02   
MentHlth_11-15                                     -3.783005e-02   
MentHlth_16-20                                     -3.783005e-02   
MentHlth_21-25                                     -3.783005e-02   
MentHlth_26-30                                     -3.783005e-02   
PhysHlth_0                                         -9.709707e-02   
PhysHlth_1-5                                       -9.709707e-02   
PhysHlth_6-10                                      -9.709707e-02   
PhysHlth_11-15                                     -9.709707e-02   
PhysHlth_16-20                                     -9.709707e-02   
PhysHlth_21-25                                     -9.709707e-02   
PhysHlth_26-30                                     -9.709707e-02   
Education_Never attended school or only kinderg...  1.456979e-02   
Education_Elementary                                1.456979e-02   
Education_Some high school                          1.456979e-02   
Education_High school graduate                      1.456979e-02   
Education_Some college or technical school          1.456979e-02   
Education_College graduate                          1.456979e-02   
Income_Less than $10,000                            1.637716e-02   
Income_$10,000-$14,999                              1.637716e-02   
Income_$15,000-$19,999                              1.637716e-02   
Income_$20,000-$24,999                              1.637716e-02   
Income_$25,000-$34,999                              1.637716e-02   
Income_$35,000-$49,999                              1.637716e-02   
Income_$50,000-$74,999                              1.637716e-02   
Income_$75,000 or more                              1.637716e-02   
Sex_Female                                          1.070897e-02   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                             1.070897e-02   

                                                            PC57          PC58  
HighBP                                             -0.000000e+00 -0.000000e+00  
HighChol                                            1.320744e-16  2.285903e-17  
CholCheck                                           1.494435e-16 -3.044795e-17  
Smoker                                              1.066503e-16 -3.658816e-17  
Stroke                                              9.286421e-17  1.648165e-16  
HeartDiseaseorAttack                               -1.078701e-16 -2.692627e-17  
PhysActivity                                        6.981961e-17  1.653344e-17  
Fruits                                              1.568626e-16 -1.552845e-17  
Veggies                                             5.413107e-17  7.749223e-17  
HvyAlcoholConsump                                   4.783891e-17  9.786785e-17  
AnyHealthcare                                      -2.158968e-15 -2.010467e-15  
NoDocbcCost                                         2.603100e-16  3.080682e-17  
DiffWalk                                            1.317266e-16  2.562959e-17  
BMI_Underweight                                     5.252730e-01  1.331752e-01  
BMI_Healthy weight                                  2.230629e-01 -4.421395e-01  
BMI_Overweight                                     -1.939566e-01 -5.578267e-01  
BMI_Class 1 Obesity                                -4.035478e-01  7.254775e-02  
BMI_Class 2 Obesity                                -2.054307e-01  2.151188e-03  
BMI_Class 3 Obesity                                -8.165012e-02  5.811259e-01  
GenHlth_Excellent                                   1.820570e-01  6.851827e-05  
GenHlth_Very good                                   1.820570e-01  6.851827e-05  
GenHlth_Good                                        1.820570e-01  6.851827e-05  
GenHlth_Fair                                        1.820570e-01  6.851827e-05  
GenHlth_Poor                                        1.820570e-01  6.851827e-05  
MentHlth_0                                         -3.029562e-02  1.018856e-01  
MentHlth_1-5                                       -3.029562e-02  1.018856e-01  
MentHlth_6-10                                      -3.029562e-02  1.018856e-01  
MentHlth_11-15                                     -3.029562e-02  1.018856e-01  
MentHlth_16-20                                     -3.029562e-02  1.018856e-01  
MentHlth_21-25                                     -3.029562e-02  1.018856e-01  
MentHlth_26-30                                     -3.029562e-02  1.018856e-01  
PhysHlth_0                                          1.030359e-01 -2.416487e-02  
PhysHlth_1-5                                        1.030359e-01 -2.416487e-02  
PhysHlth_6-10                                       1.030359e-01 -2.416487e-02  
PhysHlth_11-15                                      1.030359e-01 -2.416487e-02  
PhysHlth_16-20                                      1.030359e-01 -2.416487e-02  
PhysHlth_21-25                                      1.030359e-01 -2.416487e-02  
PhysHlth_26-30                                      1.030359e-01 -2.416487e-02  
Education_Never attended school or only kinderg...  3.529220e-02 -8.049114e-02  
Education_Elementary                                3.529220e-02 -8.049114e-02  
Education_Some high school                          3.529220e-02 -8.049114e-02  
Education_High school graduate                      3.529220e-02 -8.049114e-02  
Education_Some college or technical school          3.529220e-02 -8.049114e-02  
Education_College graduate                          3.529220e-02 -8.049114e-02  
Income_Less than $10,000                            1.461739e-01  4.598007e-02  
Income_$10,000-$14,999                              1.461739e-01  4.598007e-02  
Income_$15,000-$19,999                              1.461739e-01  4.598007e-02  
Income_$20,000-$24,999                              1.461739e-01  4.598007e-02  
Income_$25,000-$34,999                              1.461739e-01  4.598007e-02  
Income_$35,000-$49,999                              1.461739e-01  4.598007e-02  
Income_$50,000-$74,999                              1.461739e-01  4.598007e-02  
Income_$75,000 or more                              1.461739e-01  4.598007e-02  
Sex_Female                                          7.799868e-03 -6.808536e-03  
Sex_Male                                           -0.000000e+00 -0.000000e+00  
Age_18-29                                          -0.000000e+00 -0.000000e+00  
Age_30-49                                          -0.000000e+00 -0.000000e+00  
Age_50-64                                          -0.000000e+00 -0.000000e+00  
Age_65+                                             7.799868e-03 -6.808536e-03  

[58 rows x 58 columns]

PCA Results for Subset_38:
        PC1       PC2       PC3       PC4       PC5       PC6       PC7  \
0 -0.211593 -0.312219  1.005656  0.309383  0.646667 -0.535823 -1.103057   
1 -0.518649 -0.599497 -0.628340 -0.917962  0.573316 -0.476877 -0.304158   
2 -1.551415 -0.086447 -0.558996 -0.828906  0.136860 -0.216718 -0.590675   
3 -0.606957 -0.668512  0.631464 -0.396271  0.189808  1.003575  0.185459   
4  0.301201 -0.272503  0.662317  0.851655 -0.180435 -0.906919  0.441813   

        PC8       PC9      PC10  ...  PC49  PC50  PC51  PC52          PC53  \
0 -0.476035 -0.434006  0.214964  ...   0.0   0.0   0.0   0.0 -5.551115e-17   
1  0.205693  0.130461  0.259951  ...   0.0   0.0   0.0   0.0 -1.110223e-16   
2 -0.376006 -0.478790 -0.097861  ...   0.0   0.0   0.0   0.0 -5.551115e-16   
3 -0.170408 -0.157964 -0.851888  ...   0.0   0.0   0.0   0.0  5.551115e-17   
4  0.041918  0.286577  0.052209  ...   0.0   0.0   0.0   0.0  1.110223e-16   

           PC54          PC55          PC56          PC57          PC58  
0  2.220446e-16 -5.551115e-17  0.000000e+00 -1.110223e-16 -3.330669e-16  
1  3.330669e-16  1.110223e-16  1.665335e-16  0.000000e+00 -1.665335e-16  
2 -2.220446e-16 -7.771561e-16 -9.992007e-16 -1.110223e-16 -5.551115e-17  
3  0.000000e+00 -1.110223e-16  1.665335e-16 -8.881784e-16 -5.551115e-16  
4  2.220446e-16 -1.110223e-16 -1.110223e-16 -2.220446e-16 -1.665335e-16  

[5 rows x 58 columns]
No description has been provided for this image
For Subset_38, retain 23 components to explain 90% of the variance.


Explained Variance for Subset_39:
[1.24999863e-01 7.46661557e-02 6.40796642e-02 6.24295934e-02
 5.06074867e-02 4.73008389e-02 4.64090925e-02 4.35188975e-02
 4.17771606e-02 3.95553368e-02 3.61747795e-02 3.58265082e-02
 3.40949429e-02 3.09668584e-02 2.73189115e-02 2.65584623e-02
 2.50144538e-02 2.35695144e-02 1.91549372e-02 1.72327593e-02
 1.43714279e-02 1.38841869e-02 1.11170184e-02 1.02777472e-02
 8.94921485e-03 8.79958822e-03 8.54531199e-03 7.68218480e-03
 6.55269522e-03 6.17965339e-03 5.73378477e-03 4.88300604e-03
 4.71354137e-03 4.62305965e-03 3.42121053e-03 2.69570540e-03
 2.41200075e-03 1.58592124e-03 1.45336724e-03 7.19257436e-04
 1.43900016e-04 8.09480894e-18 5.76021674e-18 3.40738896e-18
 2.80487816e-18 1.27279269e-18 9.70791456e-19 8.14297725e-35
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00]

Cumulative Variance for Subset_39:
[0.12499986 0.19966602 0.26374568 0.32617528 0.37678276 0.4240836
 0.47049269 0.51401159 0.55578875 0.59534409 0.63151887 0.66734538
 0.70144032 0.73240718 0.75972609 0.78628455 0.81129901 0.83486852
 0.85402346 0.87125622 0.88562764 0.89951183 0.91062885 0.9209066
 0.92985581 0.9386554  0.94720071 0.9548829  0.96143559 0.96761525
 0.97334903 0.97823204 0.98294558 0.98756864 0.99098985 0.99368555
 0.99609755 0.99768348 0.99913684 0.9998561  1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.        ]

Loadings for Subset_39:
                                                             PC1  \
HighBP                                             -2.162927e-01   
HighChol                                           -1.105742e-01   
CholCheck                                          -3.710570e-03   
Smoker                                             -2.522673e-01   
Stroke                                             -7.145477e-02   
HeartDiseaseorAttack                               -1.532647e-01   
PhysActivity                                        2.029114e-01   
Fruits                                              1.865900e-01   
Veggies                                             1.653102e-01   
HvyAlcoholConsump                                  -4.372454e-03   
AnyHealthcare                                       7.205970e-03   
NoDocbcCost                                        -3.051083e-02   
DiffWalk                                           -2.031063e-01   
BMI_Underweight                                    -2.067952e-25   
BMI_Healthy weight                                 -6.827157e-18   
BMI_Overweight                                     -6.462349e-27   
BMI_Class 1 Obesity                                -8.077936e-28   
BMI_Class 2 Obesity                                -1.009742e-28   
BMI_Class 3 Obesity                                -6.310887e-30   
GenHlth_Excellent                                   1.999191e-01   
GenHlth_Very good                                   1.851518e-01   
GenHlth_Good                                       -1.353517e-01   
GenHlth_Fair                                       -1.515433e-01   
GenHlth_Poor                                       -9.817593e-02   
MentHlth_0                                          1.209350e-01   
MentHlth_1-5                                       -4.257705e-02   
MentHlth_6-10                                      -1.509019e-02   
MentHlth_11-15                                     -1.542693e-02   
MentHlth_16-20                                     -8.423754e-03   
MentHlth_21-25                                     -4.069146e-03   
MentHlth_26-30                                     -3.534796e-02   
PhysHlth_0                                          2.834986e-01   
PhysHlth_1-5                                       -7.106680e-02   
PhysHlth_6-10                                      -2.922933e-02   
PhysHlth_11-15                                     -2.784289e-02   
PhysHlth_16-20                                     -1.311615e-02   
PhysHlth_21-25                                     -7.244135e-03   
PhysHlth_26-30                                     -1.349993e-01   
Education_Never attended school or only kinderg... -3.500689e-04   
Education_Elementary                               -2.695121e-02   
Education_Some high school                         -3.821745e-02   
Education_High school graduate                     -2.508211e-01   
Education_Some college or technical school         -1.498191e-01   
Education_College graduate                          4.661589e-01   
Income_Less than $10,000                           -2.440300e-02   
Income_$10,000-$14,999                             -4.738909e-02   
Income_$15,000-$19,999                             -5.475252e-02   
Income_$20,000-$24,999                             -7.658819e-02   
Income_$25,000-$34,999                             -9.222891e-02   
Income_$35,000-$49,999                             -7.087016e-02   
Income_$50,000-$74,999                              1.412933e-02   
Income_$75,000 or more                              3.521026e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                           -6.827157e-18   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                            -6.827157e-18   

                                                             PC2  \
HighBP                                              3.138170e-01   
HighChol                                            3.831354e-01   
CholCheck                                           2.504514e-02   
Smoker                                             -7.285967e-02   
Stroke                                              5.894675e-02   
HeartDiseaseorAttack                                1.727581e-01   
PhysActivity                                       -3.387781e-02   
Fruits                                              9.191431e-02   
Veggies                                             6.172487e-02   
HvyAlcoholConsump                                  -5.284865e-03   
AnyHealthcare                                       4.510867e-03   
NoDocbcCost                                         9.460862e-03   
DiffWalk                                            1.656341e-01   
BMI_Underweight                                    -2.710505e-20   
BMI_Healthy weight                                  7.440430e-18   
BMI_Overweight                                      8.470329e-22   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                 1.323489e-23   
GenHlth_Excellent                                  -4.922567e-02   
GenHlth_Very good                                  -1.886332e-01   
GenHlth_Good                                        5.736224e-02   
GenHlth_Fair                                        9.693749e-02   
GenHlth_Poor                                        8.355919e-02   
MentHlth_0                                         -1.658809e-01   
MentHlth_1-5                                        8.195341e-02   
MentHlth_6-10                                       2.491747e-02   
MentHlth_11-15                                      1.433330e-02   
MentHlth_16-20                                      6.426344e-03   
MentHlth_21-25                                      5.745077e-03   
MentHlth_26-30                                      3.250534e-02   
PhysHlth_0                                         -4.144058e-01   
PhysHlth_1-5                                        1.843033e-01   
PhysHlth_6-10                                       3.878594e-02   
PhysHlth_11-15                                      3.109098e-02   
PhysHlth_16-20                                      1.403502e-02   
PhysHlth_21-25                                      7.122635e-03   
PhysHlth_26-30                                      1.390679e-01   
Education_Never attended school or only kinderg... -4.427447e-04   
Education_Elementary                               -3.066535e-03   
Education_Some high school                         -6.373188e-03   
Education_High school graduate                     -2.016971e-01   
Education_Some college or technical school         -2.155394e-01   
Education_College graduate                          4.271190e-01   
Income_Less than $10,000                            6.279508e-04   
Income_$10,000-$14,999                             -6.708397e-03   
Income_$15,000-$19,999                             -2.028212e-02   
Income_$20,000-$24,999                             -4.208620e-02   
Income_$25,000-$34,999                             -4.313811e-02   
Income_$35,000-$49,999                             -9.929376e-02   
Income_$50,000-$74,999                             -4.796285e-02   
Income_$75,000 or more                              2.588435e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            7.433460e-18   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             7.433460e-18   

                                                             PC3  \
HighBP                                              4.819222e-01   
HighChol                                            5.194942e-01   
CholCheck                                           1.905775e-02   
Smoker                                              7.712990e-02   
Stroke                                              1.682318e-02   
HeartDiseaseorAttack                                1.189044e-01   
PhysActivity                                        7.471624e-02   
Fruits                                             -3.825567e-02   
Veggies                                            -2.056927e-02   
HvyAlcoholConsump                                   1.276189e-02   
AnyHealthcare                                       3.026198e-03   
NoDocbcCost                                        -2.090755e-02   
DiffWalk                                           -1.298259e-01   
BMI_Underweight                                     8.673617e-19   
BMI_Healthy weight                                 -5.002288e-18   
BMI_Overweight                                     -1.084202e-19   
BMI_Class 1 Obesity                                -0.000000e+00   
BMI_Class 2 Obesity                                 6.776264e-21   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                  -2.152367e-01   
GenHlth_Very good                                   4.741219e-01   
GenHlth_Good                                       -1.359229e-01   
GenHlth_Fair                                       -5.779050e-02   
GenHlth_Poor                                       -6.517180e-02   
MentHlth_0                                          1.316626e-01   
MentHlth_1-5                                       -7.621268e-02   
MentHlth_6-10                                      -1.122158e-02   
MentHlth_11-15                                     -9.725947e-03   
MentHlth_16-20                                     -5.320838e-03   
MentHlth_21-25                                     -3.330331e-03   
MentHlth_26-30                                     -2.585123e-02   
PhysHlth_0                                          2.969849e-01   
PhysHlth_1-5                                       -1.245793e-01   
PhysHlth_6-10                                      -3.524861e-02   
PhysHlth_11-15                                     -1.301579e-02   
PhysHlth_16-20                                     -5.181958e-03   
PhysHlth_21-25                                     -5.696028e-03   
PhysHlth_26-30                                     -1.132632e-01   
Education_Never attended school or only kinderg... -1.951846e-04   
Education_Elementary                               -1.297702e-02   
Education_Some high school                         -7.429204e-03   
Education_High school graduate                     -2.966640e-04   
Education_Some college or technical school          7.277499e-02   
Education_College graduate                         -5.187692e-02   
Income_Less than $10,000                           -1.040744e-02   
Income_$10,000-$14,999                             -1.466800e-02   
Income_$15,000-$19,999                             -1.484232e-02   
Income_$20,000-$24,999                             -2.599875e-02   
Income_$25,000-$34,999                              5.848044e-03   
Income_$35,000-$49,999                              3.503885e-02   
Income_$50,000-$74,999                              4.359823e-02   
Income_$75,000 or more                             -1.856861e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -5.104408e-18   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -5.104408e-18   

                                                             PC4  \
HighBP                                              1.912289e-01   
HighChol                                            1.690057e-01   
CholCheck                                           8.443791e-03   
Smoker                                              9.527060e-03   
Stroke                                             -6.847023e-03   
HeartDiseaseorAttack                                1.977410e-02   
PhysActivity                                        4.720032e-02   
Fruits                                             -3.578567e-02   
Veggies                                            -1.639591e-02   
HvyAlcoholConsump                                   6.568924e-03   
AnyHealthcare                                       4.584432e-03   
NoDocbcCost                                        -2.408667e-02   
DiffWalk                                           -1.221398e-01   
BMI_Underweight                                     6.938894e-18   
BMI_Healthy weight                                 -9.156584e-18   
BMI_Overweight                                      0.000000e+00   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                 5.421011e-20   
BMI_Class 3 Obesity                                 1.355253e-20   
GenHlth_Excellent                                   1.592327e-01   
GenHlth_Very good                                  -5.626725e-01   
GenHlth_Good                                        5.971388e-01   
GenHlth_Fair                                       -1.033095e-01   
GenHlth_Poor                                       -9.038946e-02   
MentHlth_0                                          1.462187e-01   
MentHlth_1-5                                       -7.088710e-02   
MentHlth_6-10                                      -1.957649e-02   
MentHlth_11-15                                     -1.448983e-02   
MentHlth_16-20                                     -5.295543e-03   
MentHlth_21-25                                     -2.824996e-03   
MentHlth_26-30                                     -3.314472e-02   
PhysHlth_0                                          3.485104e-01   
PhysHlth_1-5                                       -1.536916e-01   
PhysHlth_6-10                                      -2.394001e-02   
PhysHlth_11-15                                     -1.838034e-02   
PhysHlth_16-20                                     -8.020643e-03   
PhysHlth_21-25                                     -6.542353e-03   
PhysHlth_26-30                                     -1.379354e-01   
Education_Never attended school or only kinderg... -3.877541e-04   
Education_Elementary                               -5.427826e-03   
Education_Some high school                          8.313024e-04   
Education_High school graduate                      1.394341e-02   
Education_Some college or technical school         -7.477092e-04   
Education_College graduate                         -8.211422e-03   
Income_Less than $10,000                           -6.901601e-03   
Income_$10,000-$14,999                             -5.999420e-03   
Income_$15,000-$19,999                             -1.157344e-02   
Income_$20,000-$24,999                             -2.204009e-02   
Income_$25,000-$34,999                             -1.046833e-02   
Income_$35,000-$49,999                              6.532076e-03   
Income_$50,000-$74,999                             -5.411064e-03   
Income_$75,000 or more                              5.586187e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                           -9.312230e-18   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                            -9.312230e-18   

                                                             PC5  \
HighBP                                             -2.274701e-02   
HighChol                                           -6.650354e-03   
CholCheck                                           7.614459e-03   
Smoker                                             -3.952900e-01   
Stroke                                             -1.733680e-02   
HeartDiseaseorAttack                                8.341028e-03   
PhysActivity                                        1.715753e-01   
Fruits                                              4.185917e-01   
Veggies                                             1.666134e-01   
HvyAlcoholConsump                                  -2.926212e-02   
AnyHealthcare                                       3.063516e-03   
NoDocbcCost                                        -1.407156e-02   
DiffWalk                                           -8.983871e-02   
BMI_Underweight                                     1.110223e-16   
BMI_Healthy weight                                 -6.368737e-17   
BMI_Overweight                                      5.551115e-17   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                 2.775558e-17   
BMI_Class 3 Obesity                                 1.387779e-17   
GenHlth_Excellent                                  -2.764320e-01   
GenHlth_Very good                                   1.116124e-01   
GenHlth_Good                                        3.476291e-01   
GenHlth_Fair                                       -1.150101e-01   
GenHlth_Poor                                       -6.779942e-02   
MentHlth_0                                         -4.716251e-02   
MentHlth_1-5                                        6.095069e-02   
MentHlth_6-10                                      -1.169332e-03   
MentHlth_11-15                                      2.921538e-03   
MentHlth_16-20                                     -5.546561e-04   
MentHlth_21-25                                     -1.928038e-03   
MentHlth_26-30                                     -1.305770e-02   
PhysHlth_0                                         -1.623568e-01   
PhysHlth_1-5                                        1.968391e-01   
PhysHlth_6-10                                       3.395947e-02   
PhysHlth_11-15                                      3.622953e-03   
PhysHlth_16-20                                     -1.134251e-03   
PhysHlth_21-25                                      1.160577e-04   
PhysHlth_26-30                                     -7.104658e-02   
Education_Never attended school or only kinderg... -5.258240e-04   
Education_Elementary                               -1.769421e-02   
Education_Some high school                         -1.910417e-02   
Education_High school graduate                     -9.330181e-02   
Education_Some college or technical school          1.503761e-01   
Education_College graduate                         -1.975011e-02   
Income_Less than $10,000                           -9.777701e-03   
Income_$10,000-$14,999                             -2.749161e-02   
Income_$15,000-$19,999                             -2.657395e-02   
Income_$20,000-$24,999                             -1.684143e-02   
Income_$25,000-$34,999                              1.824906e-02   
Income_$35,000-$49,999                              1.535195e-01   
Income_$50,000-$74,999                              2.964673e-01   
Income_$75,000 or more                             -3.875511e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                           -1.246134e-17   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                            -1.246134e-17   

                                                             PC6  \
HighBP                                              1.831111e-01   
HighChol                                            1.180649e-01   
CholCheck                                           1.403814e-02   
Smoker                                             -3.468203e-01   
Stroke                                              2.591147e-02   
HeartDiseaseorAttack                                6.614972e-02   
PhysActivity                                        2.371618e-02   
Fruits                                              4.483064e-01   
Veggies                                             1.702271e-01   
HvyAlcoholConsump                                  -2.150482e-02   
AnyHealthcare                                       2.107770e-03   
NoDocbcCost                                         5.049508e-03   
DiffWalk                                            7.238070e-02   
BMI_Underweight                                     2.081668e-17   
BMI_Healthy weight                                 -1.133485e-17   
BMI_Overweight                                      5.551115e-17   
BMI_Class 1 Obesity                                 5.551115e-17   
BMI_Class 2 Obesity                                 5.551115e-17   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                   3.938006e-01   
GenHlth_Very good                                  -2.442873e-01   
GenHlth_Good                                       -4.045244e-01   
GenHlth_Fair                                        1.954051e-01   
GenHlth_Poor                                        5.960601e-02   
MentHlth_0                                          4.478205e-02   
MentHlth_1-5                                       -6.053912e-02   
MentHlth_6-10                                      -5.689621e-03   
MentHlth_11-15                                      4.821491e-03   
MentHlth_16-20                                      2.241051e-03   
MentHlth_21-25                                      1.364548e-03   
MentHlth_26-30                                      1.301960e-02   
PhysHlth_0                                          5.444802e-02   
PhysHlth_1-5                                       -1.459321e-01   
PhysHlth_6-10                                      -9.072864e-03   
PhysHlth_11-15                                      7.120662e-03   
PhysHlth_16-20                                      3.592748e-03   
PhysHlth_21-25                                     -2.368226e-03   
PhysHlth_26-30                                      9.221175e-02   
Education_Never attended school or only kinderg... -1.964226e-04   
Education_Elementary                                7.028123e-03   
Education_Some high school                         -3.071766e-03   
Education_High school graduate                      9.387520e-02   
Education_Some college or technical school          1.793768e-01   
Education_College graduate                         -2.770120e-01   
Income_Less than $10,000                            6.337110e-03   
Income_$10,000-$14,999                              1.148434e-02   
Income_$15,000-$19,999                              2.230920e-02   
Income_$20,000-$24,999                              1.314484e-02   
Income_$25,000-$34,999                              4.320417e-02   
Income_$35,000-$49,999                              2.744312e-02   
Income_$50,000-$74,999                             -9.990797e-02   
Income_$75,000 or more                             -2.401480e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                            2.284298e-17   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             2.284298e-17   

                                                             PC7  \
HighBP                                             -7.512867e-02   
HighChol                                            2.760549e-02   
CholCheck                                           3.653712e-03   
Smoker                                              6.603800e-01   
Stroke                                              9.895584e-04   
HeartDiseaseorAttack                                2.731532e-02   
PhysActivity                                        1.227100e-01   
Fruits                                              2.717450e-01   
Veggies                                             2.081362e-01   
HvyAlcoholConsump                                   2.526757e-02   
AnyHealthcare                                       3.667479e-03   
NoDocbcCost                                         1.392427e-03   
DiffWalk                                           -1.060827e-02   
BMI_Underweight                                     1.665335e-16   
BMI_Healthy weight                                 -1.944948e-16   
BMI_Overweight                                      9.714451e-17   
BMI_Class 1 Obesity                                 8.326673e-17   
BMI_Class 2 Obesity                                 5.551115e-17   
BMI_Class 3 Obesity                                 1.110223e-16   
GenHlth_Excellent                                   9.685882e-02   
GenHlth_Very good                                  -4.799284e-02   
GenHlth_Good                                       -9.721442e-03   
GenHlth_Fair                                       -3.447466e-02   
GenHlth_Poor                                       -4.669872e-03   
MentHlth_0                                         -2.735640e-02   
MentHlth_1-5                                        2.827749e-02   
MentHlth_6-10                                       2.296768e-03   
MentHlth_11-15                                      1.203155e-04   
MentHlth_16-20                                     -9.224614e-05   
MentHlth_21-25                                     -1.156750e-03   
MentHlth_26-30                                     -2.089178e-03   
PhysHlth_0                                         -5.603580e-02   
PhysHlth_1-5                                        3.953595e-02   
PhysHlth_6-10                                       1.069390e-02   
PhysHlth_11-15                                      8.284600e-03   
PhysHlth_16-20                                      1.342352e-03   
PhysHlth_21-25                                      3.607851e-03   
PhysHlth_26-30                                     -7.428842e-03   
Education_Never attended school or only kinderg... -3.139375e-04   
Education_Elementary                               -4.115024e-03   
Education_Some high school                          1.771151e-03   
Education_High school graduate                     -4.206219e-01   
Education_Some college or technical school          4.630690e-01   
Education_College graduate                         -3.978927e-02   
Income_Less than $10,000                           -9.312504e-03   
Income_$10,000-$14,999                             -1.772689e-02   
Income_$15,000-$19,999                             -2.014417e-02   
Income_$20,000-$24,999                             -4.206118e-02   
Income_$25,000-$34,999                             -2.466498e-02   
Income_$35,000-$49,999                             -1.178676e-02   
Income_$50,000-$74,999                              5.763818e-02   
Income_$75,000 or more                              6.805831e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                           -3.978331e-18   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                            -3.978331e-18   

                                                             PC8  \
HighBP                                             -6.512608e-02   
HighChol                                            1.098942e-01   
CholCheck                                          -5.817963e-03   
Smoker                                             -4.280806e-01   
Stroke                                             -2.243864e-02   
HeartDiseaseorAttack                               -7.990042e-02   
PhysActivity                                        2.115276e-03   
Fruits                                             -3.802845e-01   
Veggies                                            -1.571343e-01   
HvyAlcoholConsump                                  -1.106679e-02   
AnyHealthcare                                       2.070452e-03   
NoDocbcCost                                        -8.976264e-04   
DiffWalk                                           -4.966618e-02   
BMI_Underweight                                     5.551115e-17   
BMI_Healthy weight                                  1.473401e-16   
BMI_Overweight                                      1.110223e-16   
BMI_Class 1 Obesity                                -0.000000e+00   
BMI_Class 2 Obesity                                 1.110223e-16   
BMI_Class 3 Obesity                                 2.775558e-17   
GenHlth_Excellent                                  -2.004512e-02   
GenHlth_Very good                                   2.820179e-02   
GenHlth_Good                                        6.284610e-02   
GenHlth_Fair                                       -5.772246e-02   
GenHlth_Poor                                       -1.328030e-02   
MentHlth_0                                         -3.726146e-02   
MentHlth_1-5                                        3.597540e-02   
MentHlth_6-10                                       3.283740e-03   
MentHlth_11-15                                     -5.536905e-04   
MentHlth_16-20                                     -1.770028e-03   
MentHlth_21-25                                     -8.671311e-05   
MentHlth_26-30                                      4.127555e-04   
PhysHlth_0                                         -1.059564e-01   
PhysHlth_1-5                                        1.306439e-01   
PhysHlth_6-10                                       3.061992e-03   
PhysHlth_11-15                                     -6.643276e-03   
PhysHlth_16-20                                     -4.786155e-04   
PhysHlth_21-25                                     -1.734420e-03   
PhysHlth_26-30                                     -1.889318e-02   
Education_Never attended school or only kinderg...  5.805392e-04   
Education_Elementary                                2.791976e-03   
Education_Some high school                         -3.874913e-04   
Education_High school graduate                     -3.171407e-01   
Education_Some college or technical school          5.385838e-01   
Education_College graduate                         -2.244281e-01   
Income_Less than $10,000                            8.046844e-03   
Income_$10,000-$14,999                             -1.401484e-02   
Income_$15,000-$19,999                             -1.840471e-03   
Income_$20,000-$24,999                              7.065274e-03   
Income_$25,000-$34,999                              7.347442e-03   
Income_$35,000-$49,999                             -1.002194e-01   
Income_$50,000-$74,999                             -2.039109e-01   
Income_$75,000 or more                              2.975261e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -7.342023e-18   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -7.342023e-18   

                                                             PC9  \
HighBP                                             -1.145632e-01   
HighChol                                            2.524233e-01   
CholCheck                                          -9.673792e-03   
Smoker                                             -6.160969e-02   
Stroke                                             -8.089371e-03   
HeartDiseaseorAttack                               -7.092615e-02   
PhysActivity                                       -2.126323e-02   
Fruits                                             -3.425427e-01   
Veggies                                            -1.506350e-01   
HvyAlcoholConsump                                  -2.425241e-03   
AnyHealthcare                                      -2.746458e-03   
NoDocbcCost                                         3.040823e-03   
DiffWalk                                           -7.237317e-03   
BMI_Underweight                                    -2.775558e-17   
BMI_Healthy weight                                 -4.710791e-17   
BMI_Overweight                                      5.551115e-17   
BMI_Class 1 Obesity                                -5.551115e-17   
BMI_Class 2 Obesity                                -1.942890e-16   
BMI_Class 3 Obesity                                -1.110223e-16   
GenHlth_Excellent                                   2.977602e-01   
GenHlth_Very good                                  -1.539993e-01   
GenHlth_Good                                       -2.311077e-01   
GenHlth_Fair                                        6.612278e-02   
GenHlth_Poor                                        2.122408e-02   
MentHlth_0                                         -3.763573e-02   
MentHlth_1-5                                        1.592010e-02   
MentHlth_6-10                                       1.801594e-03   
MentHlth_11-15                                      2.351764e-03   
MentHlth_16-20                                      7.255851e-04   
MentHlth_21-25                                      3.637661e-04   
MentHlth_26-30                                      1.647292e-02   
PhysHlth_0                                          3.615968e-02   
PhysHlth_1-5                                       -6.213600e-02   
PhysHlth_6-10                                      -1.981896e-03   
PhysHlth_11-15                                     -4.966082e-03   
PhysHlth_16-20                                      4.782897e-04   
PhysHlth_21-25                                      3.994716e-03   
PhysHlth_26-30                                      2.845129e-02   
Education_Never attended school or only kinderg...  4.891267e-04   
Education_Elementary                                5.094826e-03   
Education_Some high school                          6.136747e-04   
Education_High school graduate                     -2.516965e-01   
Education_Some college or technical school          4.213327e-02   
Education_College graduate                          2.033656e-01   
Income_Less than $10,000                            2.710918e-03   
Income_$10,000-$14,999                             -8.447007e-03   
Income_$15,000-$19,999                             -6.200478e-03   
Income_$20,000-$24,999                             -3.106110e-02   
Income_$25,000-$34,999                             -3.820234e-02   
Income_$35,000-$49,999                             -2.087032e-02   
Income_$50,000-$74,999                              5.411058e-01   
Income_$75,000 or more                             -4.390355e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            8.530528e-18   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             8.530528e-18   

                                                            PC10  ...  PC49  \
HighBP                                             -5.607196e-01  ...   0.0   
HighChol                                            6.069640e-01  ...   0.0   
CholCheck                                          -3.066691e-03  ...   0.0   
Smoker                                              7.986247e-02  ...   0.0   
Stroke                                             -3.112052e-02  ...   0.0   
HeartDiseaseorAttack                               -1.838752e-02  ...   0.0   
PhysActivity                                        1.476148e-01  ...   0.0   
Fruits                                              6.059540e-02  ...   0.0   
Veggies                                             5.807594e-02  ...   0.0   
HvyAlcoholConsump                                  -1.435304e-02  ...   0.0   
AnyHealthcare                                      -4.805983e-05  ...   0.0   
NoDocbcCost                                        -6.198587e-03  ...   0.0   
DiffWalk                                           -1.740913e-01  ...   0.0   
BMI_Underweight                                    -0.000000e+00  ...   0.0   
BMI_Healthy weight                                 -1.448785e-17  ...   0.0   
BMI_Overweight                                     -1.110223e-16  ...   0.0   
BMI_Class 1 Obesity                                -0.000000e+00  ...   0.0   
BMI_Class 2 Obesity                                 2.775558e-17  ...   0.0   
BMI_Class 3 Obesity                                 2.775558e-17  ...   0.0   
GenHlth_Excellent                                   9.196074e-02  ...   0.0   
GenHlth_Very good                                  -1.085780e-03  ...   0.0   
GenHlth_Good                                        1.307910e-02  ...   0.0   
GenHlth_Fair                                       -4.518807e-02  ...   0.0   
GenHlth_Poor                                       -5.876599e-02  ...   0.0   
MentHlth_0                                         -1.171517e-01  ...   0.0   
MentHlth_1-5                                        1.055101e-01  ...   0.0   
MentHlth_6-10                                       7.385459e-03  ...   0.0   
MentHlth_11-15                                      4.399462e-03  ...   0.0   
MentHlth_16-20                                      4.500765e-03  ...   0.0   
MentHlth_21-25                                      4.503873e-04  ...   0.0   
MentHlth_26-30                                     -5.094399e-03  ...   0.0   
PhysHlth_0                                         -7.820585e-02  ...   0.0   
PhysHlth_1-5                                        1.584758e-01  ...   0.0   
PhysHlth_6-10                                       1.727270e-03  ...   0.0   
PhysHlth_11-15                                      5.351570e-03  ...   0.0   
PhysHlth_16-20                                     -1.722086e-03  ...   0.0   
PhysHlth_21-25                                     -1.838085e-03  ...   0.0   
PhysHlth_26-30                                     -8.378864e-02  ...   0.0   
Education_Never attended school or only kinderg... -1.656480e-04  ...   0.0   
Education_Elementary                               -1.675984e-02  ...   0.0   
Education_Some high school                         -2.499510e-02  ...   0.0   
Education_High school graduate                      3.358263e-01  ...   0.0   
Education_Some college or technical school         -1.199393e-01  ...   0.0   
Education_College graduate                         -1.739664e-01  ...   0.0   
Income_Less than $10,000                           -1.247131e-02  ...   0.0   
Income_$10,000-$14,999                             -3.595076e-03  ...   0.0   
Income_$15,000-$19,999                              7.085794e-03  ...   0.0   
Income_$20,000-$24,999                              2.681119e-02  ...   0.0   
Income_$25,000-$34,999                             -2.499609e-03  ...   0.0   
Income_$35,000-$49,999                             -4.908844e-02  ...   0.0   
Income_$50,000-$74,999                             -5.543467e-02  ...   0.0   
Income_$75,000 or more                              8.919211e-02  ...   0.0   
Sex_Female                                         -0.000000e+00  ...   0.0   
Sex_Male                                           -6.155674e-18  ...   0.0   
Age_18-29                                          -0.000000e+00  ...   1.0   
Age_30-49                                          -0.000000e+00  ...   0.0   
Age_50-64                                          -0.000000e+00  ...   0.0   
Age_65+                                            -6.155674e-18  ...   0.0   

                                                    PC50  PC51          PC52  \
HighBP                                               0.0   0.0  0.000000e+00   
HighChol                                             0.0   0.0 -1.002815e-32   
CholCheck                                            0.0   0.0 -1.501581e-31   
Smoker                                               0.0   0.0  7.584653e-33   
Stroke                                               0.0   0.0 -1.564667e-32   
HeartDiseaseorAttack                                 0.0   0.0  6.297771e-33   
PhysActivity                                         0.0   0.0 -3.523593e-32   
Fruits                                               0.0   0.0 -5.912550e-33   
Veggies                                              0.0   0.0 -1.042082e-33   
HvyAlcoholConsump                                    0.0   0.0 -2.994100e-32   
AnyHealthcare                                        0.0   0.0 -1.961504e-32   
NoDocbcCost                                          0.0   0.0  1.124023e-31   
DiffWalk                                             0.0   0.0 -1.343633e-33   
BMI_Underweight                                      0.0   0.0  5.047836e-19   
BMI_Healthy weight                                   0.0   0.0  5.302289e-17   
BMI_Overweight                                       0.0   0.0  3.863718e-17   
BMI_Class 1 Obesity                                  0.0   0.0 -1.330856e-16   
BMI_Class 2 Obesity                                  0.0   0.0  6.121544e-17   
BMI_Class 3 Obesity                                  0.0   0.0 -5.544464e-17   
GenHlth_Excellent                                    0.0   0.0  3.696112e-18   
GenHlth_Very good                                    0.0   0.0  3.696112e-18   
GenHlth_Good                                         0.0   0.0  3.696112e-18   
GenHlth_Fair                                         0.0   0.0  3.696112e-18   
GenHlth_Poor                                         0.0   0.0  3.696112e-18   
MentHlth_0                                           0.0   0.0  1.010111e-18   
MentHlth_1-5                                         0.0   0.0  1.010111e-18   
MentHlth_6-10                                        0.0   0.0  1.010111e-18   
MentHlth_11-15                                       0.0   0.0  1.010111e-18   
MentHlth_16-20                                       0.0   0.0  1.010111e-18   
MentHlth_21-25                                       0.0   0.0  1.010111e-18   
MentHlth_26-30                                       0.0   0.0  1.010111e-18   
PhysHlth_0                                           0.0   0.0  7.846772e-17   
PhysHlth_1-5                                         0.0   0.0  7.846772e-17   
PhysHlth_6-10                                        0.0   0.0  7.846772e-17   
PhysHlth_11-15                                       0.0   0.0  7.846772e-17   
PhysHlth_16-20                                       0.0   0.0  7.846772e-17   
PhysHlth_21-25                                       0.0   0.0  7.846772e-17   
PhysHlth_26-30                                       0.0   0.0  7.846772e-17   
Education_Never attended school or only kinderg...   0.0   0.0 -1.185694e-16   
Education_Elementary                                 0.0   0.0 -1.185694e-16   
Education_Some high school                           0.0   0.0 -1.185694e-16   
Education_High school graduate                       0.0   0.0 -1.185694e-16   
Education_Some college or technical school           0.0   0.0 -1.185694e-16   
Education_College graduate                           0.0   0.0 -1.185694e-16   
Income_Less than $10,000                             0.0   0.0 -8.853866e-17   
Income_$10,000-$14,999                               0.0   0.0 -8.853866e-17   
Income_$15,000-$19,999                               0.0   0.0 -8.853866e-17   
Income_$20,000-$24,999                               0.0   0.0 -8.853866e-17   
Income_$25,000-$34,999                               0.0   0.0 -8.853866e-17   
Income_$35,000-$49,999                               0.0   0.0 -8.853866e-17   
Income_$50,000-$74,999                               0.0   0.0 -8.853866e-17   
Income_$75,000 or more                               0.0   0.0 -8.853866e-17   
Sex_Female                                           0.0   0.0  1.000000e+00   
Sex_Male                                             0.0   0.0 -2.737388e-10   
Age_18-29                                            0.0   0.0  0.000000e+00   
Age_30-49                                            0.0   1.0  0.000000e+00   
Age_50-64                                            1.0   0.0  0.000000e+00   
Age_65+                                              0.0   0.0  2.737389e-10   

                                                            PC53  \
HighBP                                             -0.000000e+00   
HighChol                                            2.822672e-17   
CholCheck                                           3.305400e-16   
Smoker                                              1.098765e-17   
Stroke                                              1.753707e-17   
HeartDiseaseorAttack                               -3.188962e-17   
PhysActivity                                        6.070150e-17   
Fruits                                             -5.572698e-17   
Veggies                                             5.108967e-17   
HvyAlcoholConsump                                   5.213295e-17   
AnyHealthcare                                       1.386796e-16   
NoDocbcCost                                        -1.829893e-16   
DiffWalk                                            3.310815e-17   
BMI_Underweight                                     4.599388e-03   
BMI_Healthy weight                                 -1.142682e-01   
BMI_Overweight                                     -4.871016e-02   
BMI_Class 1 Obesity                                 3.000457e-01   
BMI_Class 2 Obesity                                -1.668426e-01   
BMI_Class 3 Obesity                                 1.481429e-01   
GenHlth_Excellent                                   1.753525e-02   
GenHlth_Very good                                   1.753525e-02   
GenHlth_Good                                        1.753525e-02   
GenHlth_Fair                                        1.753525e-02   
GenHlth_Poor                                        1.753525e-02   
MentHlth_0                                         -9.418569e-03   
MentHlth_1-5                                       -9.418569e-03   
MentHlth_6-10                                      -9.418569e-03   
MentHlth_11-15                                     -9.418569e-03   
MentHlth_16-20                                     -9.418569e-03   
MentHlth_21-25                                     -9.418569e-03   
MentHlth_26-30                                     -9.418569e-03   
PhysHlth_0                                         -1.705728e-01   
PhysHlth_1-5                                       -1.705728e-01   
PhysHlth_6-10                                      -1.705728e-01   
PhysHlth_11-15                                     -1.705728e-01   
PhysHlth_16-20                                     -1.705728e-01   
PhysHlth_21-25                                     -1.705728e-01   
PhysHlth_26-30                                     -1.705728e-01   
Education_Never attended school or only kinderg...  2.286397e-01   
Education_Elementary                                2.286397e-01   
Education_Some high school                          2.286397e-01   
Education_High school graduate                      2.286397e-01   
Education_Some college or technical school          2.286397e-01   
Education_College graduate                          2.286397e-01   
Income_Less than $10,000                            1.977619e-01   
Income_$10,000-$14,999                              1.977619e-01   
Income_$15,000-$19,999                              1.977619e-01   
Income_$20,000-$24,999                              1.977619e-01   
Income_$25,000-$34,999                              1.977619e-01   
Income_$35,000-$49,999                              1.977619e-01   
Income_$50,000-$74,999                              1.977619e-01   
Income_$75,000 or more                              1.977619e-01   
Sex_Female                                          4.163336e-16   
Sex_Male                                           -7.867653e-02   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -7.867653e-02   

                                                            PC54  \
HighBP                                             -0.000000e+00   
HighChol                                            5.221944e-17   
CholCheck                                          -1.466078e-16   
Smoker                                              3.385166e-17   
Stroke                                             -6.918563e-17   
HeartDiseaseorAttack                               -2.855909e-17   
PhysActivity                                       -4.137822e-17   
Fruits                                             -6.649933e-17   
Veggies                                             1.652023e-16   
HvyAlcoholConsump                                  -7.277002e-17   
AnyHealthcare                                       2.124660e-16   
NoDocbcCost                                        -2.583606e-16   
DiffWalk                                            8.508960e-18   
BMI_Underweight                                    -1.401085e-01   
BMI_Healthy weight                                  3.807577e-01   
BMI_Overweight                                     -9.483678e-02   
BMI_Class 1 Obesity                                 9.027565e-02   
BMI_Class 2 Obesity                                 5.941726e-01   
BMI_Class 3 Obesity                                -3.343442e-01   
GenHlth_Excellent                                  -3.382923e-02   
GenHlth_Very good                                  -3.382923e-02   
GenHlth_Good                                       -3.382923e-02   
GenHlth_Fair                                       -3.382923e-02   
GenHlth_Poor                                       -3.382923e-02   
MentHlth_0                                         -9.263829e-02   
MentHlth_1-5                                       -9.263829e-02   
MentHlth_6-10                                      -9.263829e-02   
MentHlth_11-15                                     -9.263829e-02   
MentHlth_16-20                                     -9.263829e-02   
MentHlth_21-25                                     -9.263829e-02   
MentHlth_26-30                                     -9.263829e-02   
PhysHlth_0                                          2.340615e-02   
PhysHlth_1-5                                        2.340615e-02   
PhysHlth_6-10                                       2.340615e-02   
PhysHlth_11-15                                      2.340615e-02   
PhysHlth_16-20                                      2.340615e-02   
PhysHlth_21-25                                      2.340615e-02   
PhysHlth_26-30                                      2.340615e-02   
Education_Never attended school or only kinderg...  2.040507e-01   
Education_Elementary                                2.040507e-01   
Education_Some high school                          2.040507e-01   
Education_High school graduate                      2.040507e-01   
Education_Some college or technical school          2.040507e-01   
Education_College graduate                          2.040507e-01   
Income_Less than $10,000                           -5.147017e-02   
Income_$10,000-$14,999                             -5.147017e-02   
Income_$15,000-$19,999                             -5.147017e-02   
Income_$20,000-$24,999                             -5.147017e-02   
Income_$25,000-$34,999                             -5.147017e-02   
Income_$35,000-$49,999                             -5.147017e-02   
Income_$50,000-$74,999                             -5.147017e-02   
Income_$75,000 or more                             -5.147017e-02   
Sex_Female                                          1.387779e-17   
Sex_Male                                            7.993362e-02   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                             7.993362e-02   

                                                            PC55  \
HighBP                                             -0.000000e+00   
HighChol                                           -4.234008e-18   
CholCheck                                          -9.488040e-16   
Smoker                                             -1.926138e-17   
Stroke                                              3.193775e-17   
HeartDiseaseorAttack                                1.074073e-17   
PhysActivity                                        6.215302e-17   
Fruits                                             -1.110876e-16   
Veggies                                            -1.025165e-17   
HvyAlcoholConsump                                  -2.081889e-16   
AnyHealthcare                                      -9.207887e-16   
NoDocbcCost                                        -6.344891e-16   
DiffWalk                                           -1.125020e-16   
BMI_Underweight                                    -9.351659e-03   
BMI_Healthy weight                                 -5.388189e-02   
BMI_Overweight                                      3.797987e-01   
BMI_Class 1 Obesity                                 5.247834e-02   
BMI_Class 2 Obesity                                 2.254127e-01   
BMI_Class 3 Obesity                                 1.567207e-02   
GenHlth_Excellent                                   3.177269e-01   
GenHlth_Very good                                   3.177269e-01   
GenHlth_Good                                        3.177269e-01   
GenHlth_Fair                                        3.177269e-01   
GenHlth_Poor                                        3.177269e-01   
MentHlth_0                                         -8.445350e-02   
MentHlth_1-5                                       -8.445350e-02   
MentHlth_6-10                                      -8.445350e-02   
MentHlth_11-15                                     -8.445350e-02   
MentHlth_16-20                                     -8.445350e-02   
MentHlth_21-25                                     -8.445350e-02   
MentHlth_26-30                                     -8.445350e-02   
PhysHlth_0                                         -8.327684e-03   
PhysHlth_1-5                                       -8.327684e-03   
PhysHlth_6-10                                      -8.327684e-03   
PhysHlth_11-15                                     -8.327684e-03   
PhysHlth_16-20                                     -8.327684e-03   
PhysHlth_21-25                                     -8.327684e-03   
PhysHlth_26-30                                     -8.327684e-03   
Education_Never attended school or only kinderg... -2.524281e-02   
Education_Elementary                               -2.524281e-02   
Education_Some high school                         -2.524281e-02   
Education_High school graduate                     -2.524281e-02   
Education_Some college or technical school         -2.524281e-02   
Education_College graduate                         -2.524281e-02   
Income_Less than $10,000                           -1.957399e-02   
Income_$10,000-$14,999                             -1.957399e-02   
Income_$15,000-$19,999                             -1.957399e-02   
Income_$20,000-$24,999                             -1.957399e-02   
Income_$25,000-$34,999                             -1.957399e-02   
Income_$35,000-$49,999                             -1.957399e-02   
Income_$50,000-$74,999                             -1.957399e-02   
Income_$75,000 or more                             -1.957399e-02   
Sex_Female                                         -1.734723e-18   
Sex_Male                                           -3.441651e-01   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -3.441651e-01   

                                                            PC56  \
HighBP                                             -0.000000e+00   
HighChol                                            2.681539e-17   
CholCheck                                           4.686527e-16   
Smoker                                             -6.211738e-18   
Stroke                                              1.683029e-16   
HeartDiseaseorAttack                               -6.999034e-17   
PhysActivity                                       -2.659193e-17   
Fruits                                              9.283972e-17   
Veggies                                            -5.867031e-17   
HvyAlcoholConsump                                  -2.177687e-16   
AnyHealthcare                                      -2.308798e-16   
NoDocbcCost                                        -3.336607e-16   
DiffWalk                                           -6.869684e-17   
BMI_Underweight                                     3.083431e-01   
BMI_Healthy weight                                 -1.126145e-01   
BMI_Overweight                                      4.214128e-01   
BMI_Class 1 Obesity                                -5.916646e-02   
BMI_Class 2 Obesity                                 5.884052e-01   
BMI_Class 3 Obesity                                 4.445730e-01   
GenHlth_Excellent                                  -1.342850e-01   
GenHlth_Very good                                  -1.342850e-01   
GenHlth_Good                                       -1.342850e-01   
GenHlth_Fair                                       -1.342850e-01   
GenHlth_Poor                                       -1.342850e-01   
MentHlth_0                                          7.859063e-02   
MentHlth_1-5                                        7.859063e-02   
MentHlth_6-10                                       7.859063e-02   
MentHlth_11-15                                      7.859063e-02   
MentHlth_16-20                                      7.859063e-02   
MentHlth_21-25                                      7.859063e-02   
MentHlth_26-30                                      7.859063e-02   
PhysHlth_0                                         -3.943520e-02   
PhysHlth_1-5                                       -3.943520e-02   
PhysHlth_6-10                                      -3.943520e-02   
PhysHlth_11-15                                     -3.943520e-02   
PhysHlth_16-20                                     -3.943520e-02   
PhysHlth_21-25                                     -3.943520e-02   
PhysHlth_26-30                                     -3.943520e-02   
Education_Never attended school or only kinderg... -2.201965e-02   
Education_Elementary                               -2.201965e-02   
Education_Some high school                         -2.201965e-02   
Education_High school graduate                     -2.201965e-02   
Education_Some college or technical school         -2.201965e-02   
Education_College graduate                         -2.201965e-02   
Income_Less than $10,000                            4.128780e-02   
Income_$10,000-$14,999                              4.128780e-02   
Income_$15,000-$19,999                              4.128780e-02   
Income_$20,000-$24,999                              4.128780e-02   
Income_$25,000-$34,999                              4.128780e-02   
Income_$35,000-$49,999                              4.128780e-02   
Income_$50,000-$74,999                              4.128780e-02   
Income_$75,000 or more                              4.128780e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                            5.681981e-02   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                             5.681981e-02   

                                                            PC57          PC58  
HighBP                                              0.000000e+00  0.000000e+00  
HighChol                                            2.681539e-17  2.258138e-17  
CholCheck                                          -7.719207e-17  2.000234e-17  
Smoker                                             -2.345237e-17  8.680284e-18  
Stroke                                             -1.564031e-16  4.282609e-17  
HeartDiseaseorAttack                                5.084194e-17  2.901435e-18  
PhysActivity                                       -8.043264e-17 -2.613928e-16  
Fruits                                              4.042858e-17  1.188352e-16  
Veggies                                             2.203687e-18  1.216841e-17  
HvyAlcoholConsump                                   8.772715e-17 -1.375610e-16  
AnyHealthcare                                       3.261721e-15 -1.801922e-16  
NoDocbcCost                                         6.208583e-16 -3.160971e-16  
DiffWalk                                            1.465091e-16 -2.279196e-16  
BMI_Underweight                                    -1.542027e-01  8.239604e-01  
BMI_Healthy weight                                 -1.837357e-01  4.919616e-02  
BMI_Overweight                                      7.122603e-01  7.929532e-02  
BMI_Class 1 Obesity                                -1.170519e-01  3.207412e-01  
BMI_Class 2 Obesity                                -2.126203e-01 -2.202496e-01  
BMI_Class 3 Obesity                                -5.257318e-01 -1.510093e-01  
GenHlth_Excellent                                  -1.165346e-01 -4.853126e-03  
GenHlth_Very good                                  -1.165346e-01 -4.853126e-03  
GenHlth_Good                                       -1.165346e-01 -4.853126e-03  
GenHlth_Fair                                       -1.165346e-01 -4.853126e-03  
GenHlth_Poor                                       -1.165346e-01 -4.853126e-03  
MentHlth_0                                         -1.229505e-02 -3.618969e-02  
MentHlth_1-5                                       -1.229505e-02 -3.618969e-02  
MentHlth_6-10                                      -1.229505e-02 -3.618969e-02  
MentHlth_11-15                                     -1.229505e-02 -3.618969e-02  
MentHlth_16-20                                     -1.229505e-02 -3.618969e-02  
MentHlth_21-25                                     -1.229505e-02 -3.618969e-02  
MentHlth_26-30                                     -1.229505e-02 -3.618969e-02  
PhysHlth_0                                          1.641395e-02  1.661759e-02  
PhysHlth_1-5                                        1.641395e-02  1.661759e-02  
PhysHlth_6-10                                       1.641395e-02  1.661759e-02  
PhysHlth_11-15                                      1.641395e-02  1.661759e-02  
PhysHlth_16-20                                      1.641395e-02  1.661759e-02  
PhysHlth_21-25                                      1.641395e-02  1.661759e-02  
PhysHlth_26-30                                      1.641395e-02  1.661759e-02  
Education_Never attended school or only kinderg...  4.641309e-02  6.650547e-02  
Education_Elementary                                4.641309e-02  6.650547e-02  
Education_Some high school                          4.641309e-02  6.650547e-02  
Education_High school graduate                      4.641309e-02  6.650547e-02  
Education_Some college or technical school          4.641309e-02  6.650547e-02  
Education_College graduate                          4.641309e-02  6.650547e-02  
Income_Less than $10,000                            4.016104e-02 -1.119936e-01  
Income_$10,000-$14,999                              4.016104e-02 -1.119936e-01  
Income_$15,000-$19,999                              4.016104e-02 -1.119936e-01  
Income_$20,000-$24,999                              4.016104e-02 -1.119936e-01  
Income_$25,000-$34,999                              4.016104e-02 -1.119936e-01  
Income_$35,000-$49,999                              4.016104e-02 -1.119936e-01  
Income_$50,000-$74,999                              4.016104e-02 -1.119936e-01  
Income_$75,000 or more                              4.016104e-02 -1.119936e-01  
Sex_Female                                          1.355253e-20  0.000000e+00  
Sex_Male                                            3.982200e-02  6.913558e-03  
Age_18-29                                           0.000000e+00  0.000000e+00  
Age_30-49                                           0.000000e+00  0.000000e+00  
Age_50-64                                           0.000000e+00  0.000000e+00  
Age_65+                                             3.982200e-02  6.913558e-03  

[58 rows x 58 columns]

PCA Results for Subset_39:
        PC1       PC2       PC3       PC4       PC5       PC6       PC7  \
0 -0.691311  0.062479  0.284863  0.817003  0.453973  0.538143 -0.773250   
1  0.095350  0.251744  0.092244  0.773479  0.305588 -0.364758  0.397422   
2 -0.849889 -0.384084  0.574288  1.019875 -0.082373 -0.340977 -0.344722   
3 -0.015929 -1.235117  0.144661 -0.535957  0.129600 -0.033610 -0.063725   
4 -0.338440 -0.956959 -0.545479  0.586838  0.187641 -0.222183 -0.059381   

        PC8       PC9      PC10  ...  PC49  PC50  PC51  PC52          PC53  \
0 -0.203977 -0.489806  0.206680  ...   0.0   0.0   0.0   0.0  1.387779e-16   
1 -0.481732 -0.044531  0.494983  ...   0.0   0.0   0.0   0.0  8.326673e-17   
2 -0.286953 -0.183355  0.355260  ...   0.0   0.0   0.0   0.0  1.387779e-16   
3 -0.746650 -0.586650  0.355446  ...   0.0   0.0   0.0   0.0  2.775558e-17   
4 -0.598903 -0.664275  0.448577  ...   0.0   0.0   0.0   0.0 -3.053113e-16   

           PC54          PC55          PC56          PC57          PC58  
0 -2.220446e-16 -3.330669e-16  2.220446e-16 -5.551115e-17 -1.457168e-16  
1  2.220446e-16  0.000000e+00 -1.110223e-16  1.110223e-16  6.245005e-17  
2  0.000000e+00  0.000000e+00 -1.110223e-16 -5.551115e-17 -1.457168e-16  
3 -1.110223e-16 -1.110223e-16 -5.551115e-17  5.551115e-17 -1.040834e-16  
4  0.000000e+00  7.771561e-16 -3.885781e-16 -5.551115e-17  6.938894e-18  

[5 rows x 58 columns]
No description has been provided for this image
For Subset_39, retain 23 components to explain 90% of the variance.


Explained Variance for Subset_40:
[1.15212259e-01 7.40915294e-02 6.45942070e-02 5.94187724e-02
 5.67850528e-02 5.28130061e-02 4.70174927e-02 4.53514326e-02
 4.11123283e-02 3.90632318e-02 3.77620594e-02 3.47040111e-02
 3.37453214e-02 2.94300680e-02 2.54957908e-02 2.36066141e-02
 2.18419679e-02 1.99467393e-02 1.83504790e-02 1.71930754e-02
 1.65358633e-02 1.37533504e-02 1.26285016e-02 1.23641474e-02
 1.11380091e-02 1.02801949e-02 9.97443228e-03 7.65853193e-03
 7.01560280e-03 6.50541742e-03 6.44184892e-03 5.62201153e-03
 4.59650129e-03 4.41991236e-03 3.78608794e-03 3.39711692e-03
 1.85186871e-03 1.79904051e-03 1.78768164e-03 8.14969317e-04
 9.34712846e-05 1.04208931e-17 1.02991738e-17 4.35824503e-18
 2.65166712e-18 3.61067159e-19 8.54058156e-22 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00]

Cumulative Variance for Subset_40:
[0.11521226 0.18930379 0.253898   0.31331677 0.37010182 0.42291483
 0.46993232 0.51528375 0.55639608 0.59545931 0.63322137 0.66792538
 0.7016707  0.73110077 0.75659656 0.78020318 0.80204514 0.82199188
 0.84034236 0.85753544 0.8740713  0.88782465 0.90045315 0.9128173
 0.92395531 0.93423551 0.94420994 0.95186847 0.95888407 0.96538949
 0.97183134 0.97745335 0.98204985 0.98646976 0.99025585 0.99365297
 0.99550484 0.99730388 0.99909156 0.99990653 1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.        ]

Loadings for Subset_40:
                                                             PC1  \
HighBP                                             -3.098013e-01   
HighChol                                           -2.000996e-01   
CholCheck                                          -8.393679e-03   
Smoker                                             -1.374451e-01   
Stroke                                             -6.823674e-02   
HeartDiseaseorAttack                               -1.264580e-01   
PhysActivity                                        2.446545e-01   
Fruits                                              1.552585e-01   
Veggies                                             1.390755e-01   
HvyAlcoholConsump                                   3.404681e-02   
AnyHealthcare                                       5.754042e-03   
NoDocbcCost                                        -3.212150e-02   
DiffWalk                                           -2.511422e-01   
BMI_Underweight                                     0.000000e+00   
BMI_Healthy weight                                 -1.801651e-19   
BMI_Overweight                                     -5.169879e-26   
BMI_Class 1 Obesity                                 6.462349e-27   
BMI_Class 2 Obesity                                -8.077936e-28   
BMI_Class 3 Obesity                                -4.038968e-28   
GenHlth_Excellent                                   2.454178e-01   
GenHlth_Very good                                   1.882004e-01   
GenHlth_Good                                       -1.902641e-01   
GenHlth_Fair                                       -1.595912e-01   
GenHlth_Poor                                       -8.376281e-02   
MentHlth_0                                          1.599394e-01   
MentHlth_1-5                                       -5.884367e-02   
MentHlth_6-10                                      -2.803254e-02   
MentHlth_11-15                                     -1.994855e-02   
MentHlth_16-20                                     -8.337309e-03   
MentHlth_21-25                                     -2.796253e-03   
MentHlth_26-30                                     -4.198103e-02   
PhysHlth_0                                          3.200076e-01   
PhysHlth_1-5                                       -8.093535e-02   
PhysHlth_6-10                                      -4.607755e-02   
PhysHlth_11-15                                     -3.631640e-02   
PhysHlth_16-20                                     -1.922320e-02   
PhysHlth_21-25                                     -9.181812e-03   
PhysHlth_26-30                                     -1.282733e-01   
Education_Never attended school or only kinderg... -2.860164e-04   
Education_Elementary                               -1.657986e-02   
Education_Some high school                         -3.942802e-02   
Education_High school graduate                     -2.490898e-01   
Education_Some college or technical school         -1.004367e-01   
Education_College graduate                          4.058204e-01   
Income_Less than $10,000                           -3.689846e-02   
Income_$10,000-$14,999                             -6.640674e-02   
Income_$15,000-$19,999                             -8.190233e-02   
Income_$20,000-$24,999                             -8.318090e-02   
Income_$25,000-$34,999                             -5.321800e-02   
Income_$35,000-$49,999                              2.448932e-04   
Income_$50,000-$74,999                              6.701422e-02   
Income_$75,000 or more                              2.543473e-01   
Sex_Female                                         -1.801652e-19   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                            -1.801652e-19   

                                                             PC2  \
HighBP                                             -2.022263e-02   
HighChol                                            8.807865e-02   
CholCheck                                           5.338792e-03   
Smoker                                              8.032122e-03   
Stroke                                              2.881761e-02   
HeartDiseaseorAttack                                4.363720e-02   
PhysActivity                                       -2.808934e-02   
Fruits                                              6.482424e-02   
Veggies                                             5.609529e-02   
HvyAlcoholConsump                                   2.177665e-02   
AnyHealthcare                                       1.345877e-04   
NoDocbcCost                                         1.457639e-02   
DiffWalk                                            1.454530e-01   
BMI_Underweight                                    -0.000000e+00   
BMI_Healthy weight                                  6.886333e-19   
BMI_Overweight                                     -5.421011e-20   
BMI_Class 1 Obesity                                -2.710505e-20   
BMI_Class 2 Obesity                                -0.000000e+00   
BMI_Class 3 Obesity                                 1.694066e-21   
GenHlth_Excellent                                   2.655862e-02   
GenHlth_Very good                                  -2.294330e-01   
GenHlth_Good                                        5.325397e-02   
GenHlth_Fair                                        9.479940e-02   
GenHlth_Poor                                        5.482097e-02   
MentHlth_0                                         -2.980320e-01   
MentHlth_1-5                                        1.983348e-01   
MentHlth_6-10                                       3.087435e-02   
MentHlth_11-15                                      1.814743e-02   
MentHlth_16-20                                      8.538069e-03   
MentHlth_21-25                                      3.339817e-03   
MentHlth_26-30                                      3.879749e-02   
PhysHlth_0                                         -4.800591e-01   
PhysHlth_1-5                                        2.583976e-01   
PhysHlth_6-10                                       5.468999e-02   
PhysHlth_11-15                                      3.458395e-02   
PhysHlth_16-20                                      1.656210e-02   
PhysHlth_21-25                                      8.407704e-03   
PhysHlth_26-30                                      1.074178e-01   
Education_Never attended school or only kinderg... -1.675972e-04   
Education_Elementary                                2.502877e-03   
Education_Some high school                          1.724256e-03   
Education_High school graduate                     -2.967464e-01   
Education_Some college or technical school         -2.094677e-01   
Education_College graduate                          5.021546e-01   
Income_Less than $10,000                            1.866108e-03   
Income_$10,000-$14,999                             -5.245068e-03   
Income_$15,000-$19,999                             -3.590802e-02   
Income_$20,000-$24,999                             -4.958868e-02   
Income_$25,000-$34,999                             -7.431749e-02   
Income_$35,000-$49,999                             -7.384631e-02   
Income_$50,000-$74,999                              1.960169e-02   
Income_$75,000 or more                              2.174378e-01   
Sex_Female                                          3.085577e-19   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                             3.085577e-19   

                                                             PC3  \
HighBP                                              5.912385e-02   
HighChol                                            1.939162e-01   
CholCheck                                           9.311458e-03   
Smoker                                              9.765603e-02   
Stroke                                             -9.538557e-05   
HeartDiseaseorAttack                               -1.214991e-02   
PhysActivity                                        4.333971e-02   
Fruits                                             -8.582918e-03   
Veggies                                             2.487968e-02   
HvyAlcoholConsump                                   2.064534e-02   
AnyHealthcare                                       7.356535e-04   
NoDocbcCost                                        -5.055561e-04   
DiffWalk                                           -2.040292e-02   
BMI_Underweight                                    -0.000000e+00   
BMI_Healthy weight                                  1.749843e-18   
BMI_Overweight                                     -0.000000e+00   
BMI_Class 1 Obesity                                 1.734723e-18   
BMI_Class 2 Obesity                                -0.000000e+00   
BMI_Class 3 Obesity                                 2.168404e-19   
GenHlth_Excellent                                  -3.594088e-01   
GenHlth_Very good                                   7.441004e-01   
GenHlth_Good                                       -3.900461e-01   
GenHlth_Fair                                       -3.177142e-04   
GenHlth_Poor                                        5.672197e-03   
MentHlth_0                                         -1.685078e-01   
MentHlth_1-5                                        1.346599e-01   
MentHlth_6-10                                       1.343695e-02   
MentHlth_11-15                                      7.892203e-03   
MentHlth_16-20                                      2.383980e-03   
MentHlth_21-25                                      1.901985e-03   
MentHlth_26-30                                      8.232788e-03   
PhysHlth_0                                         -1.477756e-01   
PhysHlth_1-5                                        1.260344e-01   
PhysHlth_6-10                                       7.702974e-03   
PhysHlth_11-15                                      6.342141e-03   
PhysHlth_16-20                                      2.235477e-03   
PhysHlth_21-25                                     -1.489226e-05   
PhysHlth_26-30                                      5.475551e-03   
Education_Never attended school or only kinderg... -3.608458e-05   
Education_Elementary                               -5.854361e-03   
Education_Some high school                         -9.722069e-03   
Education_High school graduate                     -9.736012e-02   
Education_Some college or technical school          1.058501e-01   
Education_College graduate                          7.122569e-03   
Income_Less than $10,000                           -1.389354e-02   
Income_$10,000-$14,999                             -1.545098e-02   
Income_$15,000-$19,999                             -1.952871e-02   
Income_$20,000-$24,999                             -2.605726e-02   
Income_$25,000-$34,999                              1.337272e-02   
Income_$35,000-$49,999                              4.681381e-02   
Income_$50,000-$74,999                              3.133352e-02   
Income_$75,000 or more                             -1.658958e-02   
Sex_Female                                          1.540331e-19   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                             1.540331e-19   

                                                             PC4  \
HighBP                                             -2.790587e-01   
HighChol                                           -2.607766e-01   
CholCheck                                          -1.496544e-02   
Smoker                                              2.141113e-01   
Stroke                                             -4.175809e-03   
HeartDiseaseorAttack                               -2.416369e-02   
PhysActivity                                        8.134289e-03   
Fruits                                              3.035381e-03   
Veggies                                             3.704147e-02   
HvyAlcoholConsump                                   2.384362e-02   
AnyHealthcare                                       8.631431e-04   
NoDocbcCost                                         6.926747e-03   
DiffWalk                                            3.006007e-02   
BMI_Underweight                                     2.775558e-17   
BMI_Healthy weight                                  1.622813e-17   
BMI_Overweight                                     -0.000000e+00   
BMI_Class 1 Obesity                                 3.469447e-18   
BMI_Class 2 Obesity                                -8.673617e-19   
BMI_Class 3 Obesity                                 4.336809e-19   
GenHlth_Excellent                                   1.380968e-01   
GenHlth_Very good                                  -1.242485e-01   
GenHlth_Good                                       -4.877939e-02   
GenHlth_Fair                                        2.097451e-02   
GenHlth_Poor                                        1.395654e-02   
MentHlth_0                                         -9.590670e-02   
MentHlth_1-5                                        5.962191e-02   
MentHlth_6-10                                       7.372473e-03   
MentHlth_11-15                                      9.616087e-03   
MentHlth_16-20                                      3.102358e-03   
MentHlth_21-25                                      2.227619e-03   
MentHlth_26-30                                      1.396625e-02   
PhysHlth_0                                         -1.215038e-01   
PhysHlth_1-5                                        6.914191e-02   
PhysHlth_6-10                                       4.748272e-03   
PhysHlth_11-15                                      1.224015e-02   
PhysHlth_16-20                                      2.999466e-03   
PhysHlth_21-25                                      5.826423e-04   
PhysHlth_26-30                                      3.179131e-02   
Education_Never attended school or only kinderg... -8.676516e-05   
Education_Elementary                               -4.856233e-03   
Education_Some high school                         -9.936011e-04   
Education_High school graduate                     -4.322533e-01   
Education_Some college or technical school          6.923946e-01   
Education_College graduate                         -2.542046e-01   
Income_Less than $10,000                           -6.308069e-03   
Income_$10,000-$14,999                             -1.156486e-02   
Income_$15,000-$19,999                             -2.638862e-02   
Income_$20,000-$24,999                             -3.750889e-03   
Income_$25,000-$34,999                             -3.041916e-03   
Income_$35,000-$49,999                              2.331599e-02   
Income_$50,000-$74,999                              2.796191e-02   
Income_$75,000 or more                             -2.235565e-04   
Sex_Female                                          9.187485e-20   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                             9.187485e-20   

                                                             PC5  \
HighBP                                              4.810230e-01   
HighChol                                            5.450273e-01   
CholCheck                                           2.338498e-02   
Smoker                                             -8.089995e-02   
Stroke                                              1.723882e-02   
HeartDiseaseorAttack                                6.046998e-02   
PhysActivity                                        1.361317e-01   
Fruits                                              1.257998e-01   
Veggies                                             9.423183e-02   
HvyAlcoholConsump                                   1.065377e-02   
AnyHealthcare                                       6.359587e-03   
NoDocbcCost                                        -1.564217e-02   
DiffWalk                                           -7.081509e-02   
BMI_Underweight                                    -1.387779e-17   
BMI_Healthy weight                                  2.955693e-17   
BMI_Overweight                                     -0.000000e+00   
BMI_Class 1 Obesity                                -0.000000e+00   
BMI_Class 2 Obesity                                 1.734723e-18   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                  -5.887650e-02   
GenHlth_Very good                                  -7.281835e-02   
GenHlth_Good                                        2.492942e-01   
GenHlth_Fair                                       -7.209451e-02   
GenHlth_Poor                                       -4.550485e-02   
MentHlth_0                                          1.819115e-01   
MentHlth_1-5                                       -1.088296e-01   
MentHlth_6-10                                      -2.342343e-02   
MentHlth_11-15                                     -1.122978e-02   
MentHlth_16-20                                     -3.582379e-03   
MentHlth_21-25                                     -1.248948e-03   
MentHlth_26-30                                     -3.359740e-02   
PhysHlth_0                                          1.541762e-01   
PhysHlth_1-5                                       -5.438717e-02   
PhysHlth_6-10                                      -1.439933e-02   
PhysHlth_11-15                                     -1.366627e-02   
PhysHlth_16-20                                     -7.851895e-03   
PhysHlth_21-25                                     -4.592486e-03   
PhysHlth_26-30                                     -5.927902e-02   
Education_Never attended school or only kinderg... -1.358787e-04   
Education_Elementary                                3.432558e-03   
Education_Some high school                         -6.865935e-03   
Education_High school graduate                     -3.825344e-01   
Education_Some college or technical school          3.011481e-01   
Education_College graduate                          8.495554e-02   
Income_Less than $10,000                           -1.335488e-02   
Income_$10,000-$14,999                             -2.724948e-02   
Income_$15,000-$19,999                             -3.173187e-02   
Income_$20,000-$24,999                             -2.920902e-02   
Income_$25,000-$34,999                             -3.298132e-02   
Income_$35,000-$49,999                              1.187796e-02   
Income_$50,000-$74,999                              4.757302e-02   
Income_$75,000 or more                              7.507560e-02   
Sex_Female                                         -3.054383e-19   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -3.054383e-19   

                                                             PC6  \
HighBP                                              5.186175e-02   
HighChol                                            1.835112e-01   
CholCheck                                          -4.508564e-03   
Smoker                                              7.827350e-01   
Stroke                                              1.913093e-02   
HeartDiseaseorAttack                                3.544496e-02   
PhysActivity                                       -1.145119e-01   
Fruits                                             -2.890792e-01   
Veggies                                            -8.753035e-02   
HvyAlcoholConsump                                   9.957211e-02   
AnyHealthcare                                       1.490120e-03   
NoDocbcCost                                         5.476175e-03   
DiffWalk                                            5.219156e-02   
BMI_Underweight                                    -5.551115e-17   
BMI_Healthy weight                                 -1.599805e-16   
BMI_Overweight                                     -1.110223e-16   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                 2.775558e-17   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                   1.644650e-01   
GenHlth_Very good                                  -5.946031e-02   
GenHlth_Good                                       -1.949304e-01   
GenHlth_Fair                                        5.720795e-02   
GenHlth_Poor                                        3.271773e-02   
MentHlth_0                                          3.353591e-02   
MentHlth_1-5                                       -5.697612e-02   
MentHlth_6-10                                       3.944816e-03   
MentHlth_11-15                                      5.163964e-04   
MentHlth_16-20                                      1.953045e-03   
MentHlth_21-25                                     -3.755065e-05   
MentHlth_26-30                                      1.706350e-02   
PhysHlth_0                                          2.099857e-01   
PhysHlth_1-5                                       -2.149275e-01   
PhysHlth_6-10                                      -2.365423e-02   
PhysHlth_11-15                                     -6.731511e-03   
PhysHlth_16-20                                     -2.547840e-04   
PhysHlth_21-25                                      2.667674e-04   
PhysHlth_26-30                                      3.531558e-02   
Education_Never attended school or only kinderg...  9.154328e-05   
Education_Elementary                               -1.867517e-03   
Education_Some high school                          2.547963e-02   
Education_High school graduate                     -4.564580e-02   
Education_Some college or technical school         -1.173719e-01   
Education_College graduate                          1.393140e-01   
Income_Less than $10,000                            2.975244e-03   
Income_$10,000-$14,999                              1.240779e-02   
Income_$15,000-$19,999                             -5.592618e-03   
Income_$20,000-$24,999                             -3.777093e-02   
Income_$25,000-$34,999                             -3.338395e-02   
Income_$35,000-$49,999                             -5.101819e-02   
Income_$50,000-$74,999                             -3.036591e-02   
Income_$75,000 or more                              1.427486e-01   
Sex_Female                                          5.530864e-20   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             5.530864e-20   

                                                             PC7  \
HighBP                                              1.602474e-01   
HighChol                                           -2.581301e-01   
CholCheck                                           4.519811e-03   
Smoker                                              3.595450e-02   
Stroke                                              2.626560e-02   
HeartDiseaseorAttack                                4.846506e-02   
PhysActivity                                       -1.450150e-01   
Fruits                                              6.632326e-02   
Veggies                                            -1.111376e-02   
HvyAlcoholConsump                                  -2.664549e-03   
AnyHealthcare                                       2.016166e-03   
NoDocbcCost                                        -1.248657e-03   
DiffWalk                                            1.492442e-01   
BMI_Underweight                                     1.387779e-16   
BMI_Healthy weight                                  5.896852e-17   
BMI_Overweight                                     -5.551115e-17   
BMI_Class 1 Obesity                                 2.775558e-17   
BMI_Class 2 Obesity                                 5.551115e-17   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                  -5.571234e-02   
GenHlth_Very good                                   7.497344e-02   
GenHlth_Good                                       -1.767079e-01   
GenHlth_Fair                                        1.048526e-01   
GenHlth_Poor                                        5.259428e-02   
MentHlth_0                                          6.177276e-01   
MentHlth_1-5                                       -4.987428e-01   
MentHlth_6-10                                      -4.592488e-02   
MentHlth_11-15                                     -2.471442e-02   
MentHlth_16-20                                     -8.986076e-03   
MentHlth_21-25                                     -4.731375e-03   
MentHlth_26-30                                     -3.462804e-02   
PhysHlth_0                                         -3.296772e-01   
PhysHlth_1-5                                        1.592500e-01   
PhysHlth_6-10                                       3.446184e-02   
PhysHlth_11-15                                      1.885613e-02   
PhysHlth_16-20                                      6.413403e-03   
PhysHlth_21-25                                      5.567363e-03   
PhysHlth_26-30                                      1.051284e-01   
Education_Never attended school or only kinderg...  6.910525e-05   
Education_Elementary                                7.877174e-03   
Education_Some high school                          1.836192e-02   
Education_High school graduate                     -9.381351e-02   
Education_Some college or technical school         -1.365831e-02   
Education_College graduate                          8.116362e-02   
Income_Less than $10,000                            1.132041e-02   
Income_$10,000-$14,999                              1.133016e-02   
Income_$15,000-$19,999                              8.343885e-04   
Income_$20,000-$24,999                             -1.343081e-02   
Income_$25,000-$34,999                             -7.759768e-04   
Income_$35,000-$49,999                             -7.381484e-03   
Income_$50,000-$74,999                             -4.705244e-02   
Income_$75,000 or more                              4.515576e-02   
Sex_Female                                         -7.232621e-19   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -7.232621e-19   

                                                             PC8  \
HighBP                                             -9.485062e-02   
HighChol                                           -2.124488e-01   
CholCheck                                          -2.624514e-03   
Smoker                                              4.422024e-01   
Stroke                                             -2.958444e-02   
HeartDiseaseorAttack                               -5.441619e-02   
PhysActivity                                        1.710482e-01   
Fruits                                              2.869740e-02   
Veggies                                             6.033365e-02   
HvyAlcoholConsump                                   3.417831e-02   
AnyHealthcare                                      -1.614369e-04   
NoDocbcCost                                        -1.682906e-02   
DiffWalk                                           -1.764324e-01   
BMI_Underweight                                     2.359224e-16   
BMI_Healthy weight                                  6.224760e-17   
BMI_Overweight                                     -8.326673e-17   
BMI_Class 1 Obesity                                 2.775558e-17   
BMI_Class 2 Obesity                                -5.551115e-17   
BMI_Class 3 Obesity                                 1.110223e-16   
GenHlth_Excellent                                  -3.619471e-01   
GenHlth_Very good                                   1.048997e-01   
GenHlth_Good                                        5.984619e-01   
GenHlth_Fair                                       -2.503153e-01   
GenHlth_Poor                                       -9.109919e-02   
MentHlth_0                                          8.707172e-02   
MentHlth_1-5                                       -1.502510e-02   
MentHlth_6-10                                      -1.673421e-02   
MentHlth_11-15                                     -1.439907e-02   
MentHlth_16-20                                     -3.555136e-03   
MentHlth_21-25                                     -1.510284e-03   
MentHlth_26-30                                     -3.584792e-02   
PhysHlth_0                                         -7.034448e-02   
PhysHlth_1-5                                        2.246871e-01   
PhysHlth_6-10                                       1.071597e-02   
PhysHlth_11-15                                     -1.192724e-02   
PhysHlth_16-20                                     -1.448057e-02   
PhysHlth_21-25                                     -6.749192e-03   
PhysHlth_26-30                                     -1.319016e-01   
Education_Never attended school or only kinderg... -2.273423e-04   
Education_Elementary                               -1.678959e-02   
Education_Some high school                         -2.372570e-02   
Education_High school graduate                      4.093632e-02   
Education_Some college or technical school         -7.816791e-02   
Education_College graduate                          7.797422e-02   
Income_Less than $10,000                           -2.453924e-02   
Income_$10,000-$14,999                             -2.604729e-02   
Income_$15,000-$19,999                             -2.853159e-02   
Income_$20,000-$24,999                              4.503498e-03   
Income_$25,000-$34,999                              3.767126e-02   
Income_$35,000-$49,999                              6.095189e-02   
Income_$50,000-$74,999                              3.199977e-02   
Income_$75,000 or more                             -5.600829e-02   
Sex_Female                                         -2.732256e-19   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -2.732256e-19   

                                                             PC9  \
HighBP                                             -5.162836e-01   
HighChol                                            5.924412e-01   
CholCheck                                           5.776827e-04   
Smoker                                              2.999307e-02   
Stroke                                             -2.916775e-02   
HeartDiseaseorAttack                               -4.413850e-02   
PhysActivity                                        1.598356e-01   
Fruits                                             -6.178124e-02   
Veggies                                            -4.868055e-03   
HvyAlcoholConsump                                  -2.343805e-02   
AnyHealthcare                                       4.817539e-04   
NoDocbcCost                                        -2.914410e-03   
DiffWalk                                           -1.373382e-01   
BMI_Underweight                                    -2.775558e-17   
BMI_Healthy weight                                 -1.607311e-17   
BMI_Overweight                                     -1.387779e-17   
BMI_Class 1 Obesity                                -2.775558e-17   
BMI_Class 2 Obesity                                -2.775558e-17   
BMI_Class 3 Obesity                                -1.387779e-17   
GenHlth_Excellent                                   1.854588e-01   
GenHlth_Very good                                  -7.424845e-02   
GenHlth_Good                                       -6.175302e-02   
GenHlth_Fair                                       -2.970507e-02   
GenHlth_Poor                                       -1.975224e-02   
MentHlth_0                                          2.187026e-01   
MentHlth_1-5                                       -1.506959e-01   
MentHlth_6-10                                      -2.273921e-02   
MentHlth_11-15                                     -1.056934e-02   
MentHlth_16-20                                     -5.228944e-03   
MentHlth_21-25                                     -1.534394e-03   
MentHlth_26-30                                     -2.793472e-02   
PhysHlth_0                                         -2.468638e-01   
PhysHlth_1-5                                        2.597600e-01   
PhysHlth_6-10                                       1.567544e-02   
PhysHlth_11-15                                      1.311378e-03   
PhysHlth_16-20                                     -4.278126e-03   
PhysHlth_21-25                                     -8.996616e-04   
PhysHlth_26-30                                     -2.470524e-02   
Education_Never attended school or only kinderg... -1.479961e-04   
Education_Elementary                               -1.429430e-02   
Education_Some high school                         -3.505804e-02   
Education_High school graduate                      1.776785e-01   
Education_Some college or technical school         -7.892591e-03   
Education_College graduate                         -1.202856e-01   
Income_Less than $10,000                           -1.221251e-02   
Income_$10,000-$14,999                             -1.654967e-02   
Income_$15,000-$19,999                             -1.927363e-02   
Income_$20,000-$24,999                             -1.627536e-02   
Income_$25,000-$34,999                              3.574392e-02   
Income_$35,000-$49,999                             -1.220560e-02   
Income_$50,000-$74,999                              1.485272e-01   
Income_$75,000 or more                             -1.077544e-01   
Sex_Female                                         -4.095533e-19   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                            -4.095533e-19   

                                                            PC10  ...  PC49  \
HighBP                                              1.606447e-01  ...   0.0   
HighChol                                           -1.628558e-02  ...   0.0   
CholCheck                                           8.105093e-03  ...   0.0   
Smoker                                              3.071078e-01  ...   0.0   
Stroke                                              1.921382e-02  ...   0.0   
HeartDiseaseorAttack                                4.847583e-02  ...   0.0   
PhysActivity                                        2.047052e-01  ...   0.0   
Fruits                                              7.479495e-01  ...   0.0   
Veggies                                             3.261807e-01  ...   0.0   
HvyAlcoholConsump                                  -2.069089e-03  ...   0.0   
AnyHealthcare                                       4.639642e-03  ...   0.0   
NoDocbcCost                                        -2.230826e-03  ...   0.0   
DiffWalk                                            3.593955e-02  ...   0.0   
BMI_Underweight                                     5.551115e-17  ...   0.0   
BMI_Healthy weight                                  2.288796e-17  ...   0.0   
BMI_Overweight                                      3.469447e-17  ...   0.0   
BMI_Class 1 Obesity                                 5.551115e-17  ...   0.0   
BMI_Class 2 Obesity                                 0.000000e+00  ...   0.0   
BMI_Class 3 Obesity                                -1.387779e-17  ...   0.0   
GenHlth_Excellent                                   1.706047e-01  ...   0.0   
GenHlth_Very good                                  -7.649770e-02  ...   0.0   
GenHlth_Good                                       -1.812985e-01  ...   0.0   
GenHlth_Fair                                        6.788118e-02  ...   0.0   
GenHlth_Poor                                        1.931038e-02  ...   0.0   
MentHlth_0                                         -6.796935e-02  ...   0.0   
MentHlth_1-5                                        5.153924e-02  ...   0.0   
MentHlth_6-10                                       1.090303e-02  ...   0.0   
MentHlth_11-15                                      1.962425e-03  ...   0.0   
MentHlth_16-20                                     -1.629695e-04  ...   0.0   
MentHlth_21-25                                     -1.294010e-03  ...   0.0   
MentHlth_26-30                                      5.021637e-03  ...   0.0   
PhysHlth_0                                         -4.479434e-02  ...   0.0   
PhysHlth_1-5                                       -1.470573e-02  ...   0.0   
PhysHlth_6-10                                       1.282244e-02  ...   0.0   
PhysHlth_11-15                                      1.363180e-02  ...   0.0   
PhysHlth_16-20                                      6.143747e-03  ...   0.0   
PhysHlth_21-25                                      1.576721e-03  ...   0.0   
PhysHlth_26-30                                      2.532537e-02  ...   0.0   
Education_Never attended school or only kinderg... -1.028122e-03  ...   0.0   
Education_Elementary                               -1.471951e-02  ...   0.0   
Education_Some high school                         -3.321574e-02  ...   0.0   
Education_High school graduate                      2.116962e-01  ...   0.0   
Education_Some college or technical school         -5.405401e-02  ...   0.0   
Education_College graduate                         -1.086788e-01  ...   0.0   
Income_Less than $10,000                           -1.279163e-02  ...   0.0   
Income_$10,000-$14,999                             -1.704666e-03  ...   0.0   
Income_$15,000-$19,999                              1.849420e-02  ...   0.0   
Income_$20,000-$24,999                              1.494801e-02  ...   0.0   
Income_$25,000-$34,999                              3.713917e-02  ...   0.0   
Income_$35,000-$49,999                              1.802279e-02  ...   0.0   
Income_$50,000-$74,999                              5.844381e-02  ...   0.0   
Income_$75,000 or more                             -1.325517e-01  ...   0.0   
Sex_Female                                          2.066741e-19  ...   0.0   
Sex_Male                                            0.000000e+00  ...   0.0   
Age_18-29                                           0.000000e+00  ...   0.0   
Age_30-49                                           0.000000e+00  ...   0.0   
Age_50-64                                           0.000000e+00  ...   1.0   
Age_65+                                             2.066741e-19  ...   0.0   

                                                    PC50  PC51          PC52  \
HighBP                                               0.0   0.0 -0.000000e+00   
HighChol                                             0.0   0.0  5.640911e-23   
CholCheck                                            0.0   0.0 -4.411071e-22   
Smoker                                               0.0   0.0 -4.289174e-22   
Stroke                                               0.0   0.0 -7.327825e-21   
HeartDiseaseorAttack                                 0.0   0.0 -1.237827e-20   
PhysActivity                                         0.0   0.0  4.768069e-21   
Fruits                                               0.0   0.0  1.530496e-21   
Veggies                                              0.0   0.0  4.610708e-22   
HvyAlcoholConsump                                    0.0   0.0 -3.898888e-22   
AnyHealthcare                                        0.0   0.0 -1.696227e-19   
NoDocbcCost                                          0.0   0.0  1.620757e-20   
DiffWalk                                             0.0   0.0 -5.994978e-21   
BMI_Underweight                                      0.0   0.0 -3.609014e-12   
BMI_Healthy weight                                   0.0   0.0 -3.171441e-11   
BMI_Overweight                                       0.0   0.0 -3.582085e-11   
BMI_Class 1 Obesity                                  0.0   0.0 -1.499237e-11   
BMI_Class 2 Obesity                                  0.0   0.0 -1.665388e-11   
BMI_Class 3 Obesity                                  0.0   0.0 -3.085039e-11   
GenHlth_Excellent                                    0.0   0.0  1.560488e-11   
GenHlth_Very good                                    0.0   0.0  1.560488e-11   
GenHlth_Good                                         0.0   0.0  1.560488e-11   
GenHlth_Fair                                         0.0   0.0  1.560489e-11   
GenHlth_Poor                                         0.0   0.0  1.560489e-11   
MentHlth_0                                           0.0   0.0 -3.649643e-13   
MentHlth_1-5                                         0.0   0.0 -3.649643e-13   
MentHlth_6-10                                        0.0   0.0 -3.649644e-13   
MentHlth_11-15                                       0.0   0.0 -3.649642e-13   
MentHlth_16-20                                       0.0   0.0 -3.649644e-13   
MentHlth_21-25                                       0.0   0.0 -3.649643e-13   
MentHlth_26-30                                       0.0   0.0 -3.649642e-13   
PhysHlth_0                                           0.0   0.0  8.640788e-12   
PhysHlth_1-5                                         0.0   0.0  8.640788e-12   
PhysHlth_6-10                                        0.0   0.0  8.640788e-12   
PhysHlth_11-15                                       0.0   0.0  8.640788e-12   
PhysHlth_16-20                                       0.0   0.0  8.640788e-12   
PhysHlth_21-25                                       0.0   0.0  8.640789e-12   
PhysHlth_26-30                                       0.0   0.0  8.640788e-12   
Education_Never attended school or only kinderg...   0.0   0.0  5.572018e-12   
Education_Elementary                                 0.0   0.0  5.572018e-12   
Education_Some high school                           0.0   0.0  5.572018e-12   
Education_High school graduate                       0.0   0.0  5.572018e-12   
Education_Some college or technical school           0.0   0.0  5.572018e-12   
Education_College graduate                           0.0   0.0  5.572018e-12   
Income_Less than $10,000                             0.0   0.0 -2.568643e-11   
Income_$10,000-$14,999                               0.0   0.0 -2.568643e-11   
Income_$15,000-$19,999                               0.0   0.0 -2.568643e-11   
Income_$20,000-$24,999                               0.0   0.0 -2.568643e-11   
Income_$25,000-$34,999                               0.0   0.0 -2.568643e-11   
Income_$35,000-$49,999                               0.0   0.0 -2.568643e-11   
Income_$50,000-$74,999                               0.0   0.0 -2.568643e-11   
Income_$75,000 or more                               0.0   0.0 -2.568643e-11   
Sex_Female                                           0.0   0.0  7.071068e-01   
Sex_Male                                             0.0   0.0 -0.000000e+00   
Age_18-29                                            0.0   1.0 -0.000000e+00   
Age_30-49                                            1.0   0.0 -0.000000e+00   
Age_50-64                                            0.0   0.0 -0.000000e+00   
Age_65+                                              0.0   0.0 -7.071068e-01   

                                                            PC53  \
HighBP                                              0.000000e+00   
HighChol                                           -8.127656e-17   
CholCheck                                           1.221602e-16   
Smoker                                             -8.898688e-17   
Stroke                                             -4.007576e-16   
HeartDiseaseorAttack                                4.491795e-17   
PhysActivity                                       -1.023322e-16   
Fruits                                             -1.271310e-16   
Veggies                                             1.655207e-16   
HvyAlcoholConsump                                   2.444027e-16   
AnyHealthcare                                       3.981627e-15   
NoDocbcCost                                        -1.112023e-16   
DiffWalk                                           -1.492465e-17   
BMI_Underweight                                     1.324380e-01   
BMI_Healthy weight                                 -7.090263e-02   
BMI_Overweight                                      1.581752e-01   
BMI_Class 1 Obesity                                 9.224289e-02   
BMI_Class 2 Obesity                                 1.865395e-01   
BMI_Class 3 Obesity                                 2.029716e-01   
GenHlth_Excellent                                  -2.464052e-01   
GenHlth_Very good                                  -2.464052e-01   
GenHlth_Good                                       -2.464052e-01   
GenHlth_Fair                                       -2.464052e-01   
GenHlth_Poor                                       -2.464052e-01   
MentHlth_0                                         -1.308858e-01   
MentHlth_1-5                                       -1.308858e-01   
MentHlth_6-10                                      -1.308858e-01   
MentHlth_11-15                                     -1.308858e-01   
MentHlth_16-20                                     -1.308858e-01   
MentHlth_21-25                                     -1.308858e-01   
MentHlth_26-30                                     -1.308858e-01   
PhysHlth_0                                          9.887481e-02   
PhysHlth_1-5                                        9.887481e-02   
PhysHlth_6-10                                       9.887481e-02   
PhysHlth_11-15                                      9.887481e-02   
PhysHlth_16-20                                      9.887481e-02   
PhysHlth_21-25                                      9.887481e-02   
PhysHlth_26-30                                      9.887481e-02   
Education_Never attended school or only kinderg...  5.699189e-02   
Education_Elementary                                5.699189e-02   
Education_Some high school                          5.699189e-02   
Education_High school graduate                      5.699189e-02   
Education_Some college or technical school          5.699189e-02   
Education_College graduate                          5.699189e-02   
Income_Less than $10,000                            1.519027e-01   
Income_$10,000-$14,999                              1.519027e-01   
Income_$15,000-$19,999                              1.519027e-01   
Income_$20,000-$24,999                              1.519027e-01   
Income_$25,000-$34,999                              1.519027e-01   
Income_$35,000-$49,999                              1.519027e-01   
Income_$50,000-$74,999                              1.519027e-01   
Income_$75,000 or more                              1.519027e-01   
Sex_Female                                          2.931702e-01   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             2.931702e-01   

                                                            PC54  \
HighBP                                              0.000000e+00   
HighChol                                            6.095742e-17   
CholCheck                                           1.937802e-16   
Smoker                                              7.981459e-17   
Stroke                                             -6.511172e-17   
HeartDiseaseorAttack                               -6.646541e-17   
PhysActivity                                        4.547788e-17   
Fruits                                              1.944098e-16   
Veggies                                             4.579406e-17   
HvyAlcoholConsump                                  -4.667560e-17   
AnyHealthcare                                      -1.933461e-15   
NoDocbcCost                                         3.840271e-16   
DiffWalk                                            8.191140e-17   
BMI_Underweight                                    -1.054815e-01   
BMI_Healthy weight                                  8.265174e-02   
BMI_Overweight                                      1.767969e-01   
BMI_Class 1 Obesity                                 3.913525e-01   
BMI_Class 2 Obesity                                 1.102134e-01   
BMI_Class 3 Obesity                                -2.719889e-02   
GenHlth_Excellent                                   6.378298e-02   
GenHlth_Very good                                   6.378298e-02   
GenHlth_Good                                        6.378298e-02   
GenHlth_Fair                                        6.378298e-02   
GenHlth_Poor                                        6.378298e-02   
MentHlth_0                                          1.845015e-01   
MentHlth_1-5                                        1.845015e-01   
MentHlth_6-10                                       1.845015e-01   
MentHlth_11-15                                      1.845015e-01   
MentHlth_16-20                                      1.845015e-01   
MentHlth_21-25                                      1.845015e-01   
MentHlth_26-30                                      1.845015e-01   
PhysHlth_0                                          2.614293e-01   
PhysHlth_1-5                                        2.614293e-01   
PhysHlth_6-10                                       2.614293e-01   
PhysHlth_11-15                                      2.614293e-01   
PhysHlth_16-20                                      2.614293e-01   
PhysHlth_21-25                                      2.614293e-01   
PhysHlth_26-30                                      2.614293e-01   
Education_Never attended school or only kinderg... -6.336757e-02   
Education_Elementary                               -6.336757e-02   
Education_Some high school                         -6.336757e-02   
Education_High school graduate                     -6.336757e-02   
Education_Some college or technical school         -6.336757e-02   
Education_College graduate                         -6.336757e-02   
Income_Less than $10,000                            4.816436e-02   
Income_$10,000-$14,999                              4.816436e-02   
Income_$15,000-$19,999                              4.816436e-02   
Income_$20,000-$24,999                              4.816436e-02   
Income_$25,000-$34,999                              4.816436e-02   
Income_$35,000-$49,999                              4.816436e-02   
Income_$50,000-$74,999                              4.816436e-02   
Income_$75,000 or more                              4.816436e-02   
Sex_Female                                         -5.023264e-02   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                            -5.023264e-02   

                                                            PC55  \
HighBP                                              1.283618e-16   
HighChol                                           -2.139726e-16   
CholCheck                                          -2.167042e-16   
Smoker                                              7.432058e-17   
Stroke                                             -3.386447e-16   
HeartDiseaseorAttack                                3.257233e-17   
PhysActivity                                        5.496797e-17   
Fruits                                              8.830570e-17   
Veggies                                             5.207245e-17   
HvyAlcoholConsump                                   5.318685e-17   
AnyHealthcare                                       7.407652e-16   
NoDocbcCost                                         4.749518e-16   
DiffWalk                                           -1.878933e-17   
BMI_Underweight                                     3.132597e-02   
BMI_Healthy weight                                  8.309315e-03   
BMI_Overweight                                      1.983357e-02   
BMI_Class 1 Obesity                                -4.763042e-03   
BMI_Class 2 Obesity                                -2.198614e-02   
BMI_Class 3 Obesity                                -9.540819e-03   
GenHlth_Excellent                                  -5.394038e-02   
GenHlth_Very good                                  -5.394038e-02   
GenHlth_Good                                       -5.394038e-02   
GenHlth_Fair                                       -5.394038e-02   
GenHlth_Poor                                       -5.394038e-02   
MentHlth_0                                          2.028393e-01   
MentHlth_1-5                                        2.028393e-01   
MentHlth_6-10                                       2.028393e-01   
MentHlth_11-15                                      2.028393e-01   
MentHlth_16-20                                      2.028393e-01   
MentHlth_21-25                                      2.028393e-01   
MentHlth_26-30                                      2.028393e-01   
PhysHlth_0                                         -7.381006e-02   
PhysHlth_1-5                                       -7.381006e-02   
PhysHlth_6-10                                      -7.381006e-02   
PhysHlth_11-15                                     -7.381006e-02   
PhysHlth_16-20                                     -7.381006e-02   
PhysHlth_21-25                                     -7.381006e-02   
PhysHlth_26-30                                     -7.381006e-02   
Education_Never attended school or only kinderg...  3.265706e-01   
Education_Elementary                                3.265706e-01   
Education_Some high school                          3.265706e-01   
Education_High school graduate                      3.265706e-01   
Education_Some college or technical school          3.265706e-01   
Education_College graduate                          3.265706e-01   
Income_Less than $10,000                            4.657864e-02   
Income_$10,000-$14,999                              4.657864e-02   
Income_$15,000-$19,999                              4.657864e-02   
Income_$20,000-$24,999                              4.657864e-02   
Income_$25,000-$34,999                              4.657864e-02   
Income_$35,000-$49,999                              4.657864e-02   
Income_$50,000-$74,999                              4.657864e-02   
Income_$75,000 or more                              4.657864e-02   
Sex_Female                                          3.371773e-03   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             3.371773e-03   

                                                            PC56  \
HighBP                                             -0.000000e+00   
HighChol                                            5.841753e-17   
CholCheck                                           6.467150e-17   
Smoker                                              4.289143e-17   
Stroke                                             -7.400757e-16   
HeartDiseaseorAttack                                2.016383e-16   
PhysActivity                                        9.288547e-17   
Fruits                                              5.131033e-17   
Veggies                                            -2.428253e-19   
HvyAlcoholConsump                                   2.760817e-16   
AnyHealthcare                                      -1.048386e-15   
NoDocbcCost                                        -4.306353e-17   
DiffWalk                                            6.563751e-18   
BMI_Underweight                                     4.441163e-01   
BMI_Healthy weight                                 -3.808377e-01   
BMI_Overweight                                      5.025123e-01   
BMI_Class 1 Obesity                                 3.982126e-01   
BMI_Class 2 Obesity                                 4.418194e-02   
BMI_Class 3 Obesity                                 6.100942e-02   
GenHlth_Excellent                                   1.796084e-01   
GenHlth_Very good                                   1.796084e-01   
GenHlth_Good                                        1.796084e-01   
GenHlth_Fair                                        1.796084e-01   
GenHlth_Poor                                        1.796084e-01   
MentHlth_0                                         -3.783005e-02   
MentHlth_1-5                                       -3.783005e-02   
MentHlth_6-10                                      -3.783005e-02   
MentHlth_11-15                                     -3.783005e-02   
MentHlth_16-20                                     -3.783005e-02   
MentHlth_21-25                                     -3.783005e-02   
MentHlth_26-30                                     -3.783005e-02   
PhysHlth_0                                         -9.709707e-02   
PhysHlth_1-5                                       -9.709707e-02   
PhysHlth_6-10                                      -9.709707e-02   
PhysHlth_11-15                                     -9.709707e-02   
PhysHlth_16-20                                     -9.709707e-02   
PhysHlth_21-25                                     -9.709707e-02   
PhysHlth_26-30                                     -9.709707e-02   
Education_Never attended school or only kinderg...  1.456979e-02   
Education_Elementary                                1.456979e-02   
Education_Some high school                          1.456979e-02   
Education_High school graduate                      1.456979e-02   
Education_Some college or technical school          1.456979e-02   
Education_College graduate                          1.456979e-02   
Income_Less than $10,000                            1.637716e-02   
Income_$10,000-$14,999                              1.637716e-02   
Income_$15,000-$19,999                              1.637716e-02   
Income_$20,000-$24,999                              1.637716e-02   
Income_$25,000-$34,999                              1.637716e-02   
Income_$35,000-$49,999                              1.637716e-02   
Income_$50,000-$74,999                              1.637716e-02   
Income_$75,000 or more                              1.637716e-02   
Sex_Female                                          1.070897e-02   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                             1.070897e-02   

                                                            PC57          PC58  
HighBP                                             -0.000000e+00 -0.000000e+00  
HighChol                                            1.320744e-16  2.285903e-17  
CholCheck                                           1.494435e-16 -3.044795e-17  
Smoker                                              1.066503e-16 -3.658816e-17  
Stroke                                              9.286421e-17  1.648165e-16  
HeartDiseaseorAttack                               -1.078701e-16 -2.692627e-17  
PhysActivity                                        6.981961e-17  1.653344e-17  
Fruits                                              1.568626e-16 -1.552845e-17  
Veggies                                             5.413107e-17  7.749223e-17  
HvyAlcoholConsump                                   4.783891e-17  9.786785e-17  
AnyHealthcare                                      -2.158968e-15 -2.010467e-15  
NoDocbcCost                                         2.603100e-16  3.080682e-17  
DiffWalk                                            1.317266e-16  2.562959e-17  
BMI_Underweight                                     5.252730e-01  1.331752e-01  
BMI_Healthy weight                                  2.230629e-01 -4.421395e-01  
BMI_Overweight                                     -1.939566e-01 -5.578267e-01  
BMI_Class 1 Obesity                                -4.035478e-01  7.254775e-02  
BMI_Class 2 Obesity                                -2.054307e-01  2.151188e-03  
BMI_Class 3 Obesity                                -8.165012e-02  5.811259e-01  
GenHlth_Excellent                                   1.820570e-01  6.851827e-05  
GenHlth_Very good                                   1.820570e-01  6.851827e-05  
GenHlth_Good                                        1.820570e-01  6.851827e-05  
GenHlth_Fair                                        1.820570e-01  6.851827e-05  
GenHlth_Poor                                        1.820570e-01  6.851827e-05  
MentHlth_0                                         -3.029562e-02  1.018856e-01  
MentHlth_1-5                                       -3.029562e-02  1.018856e-01  
MentHlth_6-10                                      -3.029562e-02  1.018856e-01  
MentHlth_11-15                                     -3.029562e-02  1.018856e-01  
MentHlth_16-20                                     -3.029562e-02  1.018856e-01  
MentHlth_21-25                                     -3.029562e-02  1.018856e-01  
MentHlth_26-30                                     -3.029562e-02  1.018856e-01  
PhysHlth_0                                          1.030359e-01 -2.416487e-02  
PhysHlth_1-5                                        1.030359e-01 -2.416487e-02  
PhysHlth_6-10                                       1.030359e-01 -2.416487e-02  
PhysHlth_11-15                                      1.030359e-01 -2.416487e-02  
PhysHlth_16-20                                      1.030359e-01 -2.416487e-02  
PhysHlth_21-25                                      1.030359e-01 -2.416487e-02  
PhysHlth_26-30                                      1.030359e-01 -2.416487e-02  
Education_Never attended school or only kinderg...  3.529220e-02 -8.049114e-02  
Education_Elementary                                3.529220e-02 -8.049114e-02  
Education_Some high school                          3.529220e-02 -8.049114e-02  
Education_High school graduate                      3.529220e-02 -8.049114e-02  
Education_Some college or technical school          3.529220e-02 -8.049114e-02  
Education_College graduate                          3.529220e-02 -8.049114e-02  
Income_Less than $10,000                            1.461739e-01  4.598007e-02  
Income_$10,000-$14,999                              1.461739e-01  4.598007e-02  
Income_$15,000-$19,999                              1.461739e-01  4.598007e-02  
Income_$20,000-$24,999                              1.461739e-01  4.598007e-02  
Income_$25,000-$34,999                              1.461739e-01  4.598007e-02  
Income_$35,000-$49,999                              1.461739e-01  4.598007e-02  
Income_$50,000-$74,999                              1.461739e-01  4.598007e-02  
Income_$75,000 or more                              1.461739e-01  4.598007e-02  
Sex_Female                                          7.799868e-03 -6.808536e-03  
Sex_Male                                           -0.000000e+00 -0.000000e+00  
Age_18-29                                          -0.000000e+00 -0.000000e+00  
Age_30-49                                          -0.000000e+00 -0.000000e+00  
Age_50-64                                          -0.000000e+00 -0.000000e+00  
Age_65+                                             7.799868e-03 -6.808536e-03  

[58 rows x 58 columns]

PCA Results for Subset_40:
        PC1       PC2       PC3       PC4       PC5       PC6       PC7  \
0 -0.211593 -0.312219  1.005656  0.309383  0.646667 -0.535823 -1.103057   
1 -0.518649 -0.599497 -0.628340 -0.917962  0.573316 -0.476877 -0.304158   
2 -1.551415 -0.086447 -0.558996 -0.828906  0.136860 -0.216718 -0.590675   
3 -0.606957 -0.668512  0.631464 -0.396271  0.189808  1.003575  0.185459   
4  0.301201 -0.272503  0.662317  0.851655 -0.180435 -0.906919  0.441813   

        PC8       PC9      PC10  ...  PC49  PC50  PC51  PC52          PC53  \
0 -0.476035 -0.434006  0.214964  ...   0.0   0.0   0.0   0.0 -5.551115e-17   
1  0.205693  0.130461  0.259951  ...   0.0   0.0   0.0   0.0 -1.110223e-16   
2 -0.376006 -0.478790 -0.097861  ...   0.0   0.0   0.0   0.0 -5.551115e-16   
3 -0.170408 -0.157964 -0.851888  ...   0.0   0.0   0.0   0.0  5.551115e-17   
4  0.041918  0.286577  0.052209  ...   0.0   0.0   0.0   0.0  1.110223e-16   

           PC54          PC55          PC56          PC57          PC58  
0  2.220446e-16 -5.551115e-17  0.000000e+00 -1.110223e-16 -3.330669e-16  
1  3.330669e-16  1.110223e-16  1.665335e-16  0.000000e+00 -1.665335e-16  
2 -2.220446e-16 -7.771561e-16 -9.992007e-16 -1.110223e-16 -5.551115e-17  
3  0.000000e+00 -1.110223e-16  1.665335e-16 -8.881784e-16 -5.551115e-16  
4  2.220446e-16 -1.110223e-16 -1.110223e-16 -2.220446e-16 -1.665335e-16  

[5 rows x 58 columns]
No description has been provided for this image
For Subset_40, retain 23 components to explain 90% of the variance.


Explained Variance for Subset_41:
[1.16149562e-01 7.62735637e-02 6.55467779e-02 6.13732857e-02
 5.22829641e-02 4.98021835e-02 4.73116060e-02 4.61105034e-02
 4.40295139e-02 4.02927647e-02 3.71440533e-02 3.65443593e-02
 3.55814432e-02 3.23106052e-02 3.03564575e-02 2.61187984e-02
 2.49253309e-02 2.18587956e-02 1.77613150e-02 1.71099521e-02
 1.28842039e-02 1.27721068e-02 1.19542313e-02 1.01319763e-02
 9.49231101e-03 8.51313500e-03 7.52683415e-03 6.94516912e-03
 6.62432030e-03 6.34672480e-03 5.53906512e-03 4.78625441e-03
 3.36790870e-03 3.25889525e-03 2.69608610e-03 2.50387440e-03
 2.05580711e-03 1.60639818e-03 1.36624056e-03 5.93804714e-04
 1.50817799e-04 1.88858380e-17 1.22780324e-17 8.12175848e-18
 3.96603735e-18 3.94200298e-18 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00]

Cumulative Variance for Subset_41:
[0.11614956 0.19242313 0.2579699  0.31934319 0.37162615 0.42142834
 0.46873994 0.51485045 0.55887996 0.59917272 0.63631678 0.67286114
 0.70844258 0.74075319 0.77110964 0.79722844 0.82215377 0.84401257
 0.86177388 0.87888384 0.89176804 0.90454015 0.91649438 0.92662635
 0.93611866 0.9446318  0.95215863 0.9591038  0.96572812 0.97207485
 0.97761391 0.98240017 0.98576808 0.98902697 0.99172306 0.99422693
 0.99628274 0.99788914 0.99925538 0.99984918 1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.        ]

Loadings for Subset_41:
                                                             PC1  \
HighBP                                             -1.802265e-01   
HighChol                                           -9.580346e-02   
CholCheck                                          -2.793326e-03   
Smoker                                             -2.057683e-01   
Stroke                                             -6.434754e-02   
HeartDiseaseorAttack                               -1.728324e-01   
PhysActivity                                        1.967432e-01   
Fruits                                              1.509005e-01   
Veggies                                             1.339542e-01   
HvyAlcoholConsump                                   2.927523e-03   
AnyHealthcare                                       6.405037e-03   
NoDocbcCost                                        -3.404101e-02   
DiffWalk                                           -2.021779e-01   
BMI_Underweight                                     0.000000e+00   
BMI_Healthy weight                                  0.000000e+00   
BMI_Overweight                                     -5.169879e-26   
BMI_Class 1 Obesity                                 1.292470e-26   
BMI_Class 2 Obesity                                 1.615587e-27   
BMI_Class 3 Obesity                                 1.009742e-28   
GenHlth_Excellent                                   1.495296e-01   
GenHlth_Very good                                   2.619832e-01   
GenHlth_Good                                       -1.827541e-01   
GenHlth_Fair                                       -1.562004e-01   
GenHlth_Poor                                       -7.255833e-02   
MentHlth_0                                          1.159548e-01   
MentHlth_1-5                                       -4.410904e-02   
MentHlth_6-10                                      -1.855003e-02   
MentHlth_11-15                                     -1.161078e-02   
MentHlth_16-20                                     -6.522377e-03   
MentHlth_21-25                                     -2.874400e-03   
MentHlth_26-30                                     -3.228814e-02   
PhysHlth_0                                          2.680161e-01   
PhysHlth_1-5                                       -7.120445e-02   
PhysHlth_6-10                                      -3.218933e-02   
PhysHlth_11-15                                     -3.140273e-02   
PhysHlth_16-20                                     -1.278677e-02   
PhysHlth_21-25                                     -7.644672e-03   
PhysHlth_26-30                                     -1.127882e-01   
Education_Never attended school or only kinderg... -2.869174e-04   
Education_Elementary                               -2.345309e-02   
Education_Some high school                         -3.856788e-02   
Education_High school graduate                     -2.579032e-01   
Education_Some college or technical school         -1.607120e-01   
Education_College graduate                          4.809230e-01   
Income_Less than $10,000                           -1.587945e-02   
Income_$10,000-$14,999                             -3.673528e-02   
Income_$15,000-$19,999                             -5.457490e-02   
Income_$20,000-$24,999                             -7.360338e-02   
Income_$25,000-$34,999                             -9.419866e-02   
Income_$35,000-$49,999                             -9.369290e-02   
Income_$50,000-$74,999                             -1.098406e-02   
Income_$75,000 or more                              3.796686e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC2  \
HighBP                                             -2.320095e-01   
HighChol                                           -3.036694e-01   
CholCheck                                          -1.182630e-02   
Smoker                                              3.591047e-02   
Stroke                                             -5.885798e-02   
HeartDiseaseorAttack                               -1.851391e-01   
PhysActivity                                        9.970850e-03   
Fruits                                             -8.613996e-02   
Veggies                                            -4.323914e-02   
HvyAlcoholConsump                                  -3.957893e-03   
AnyHealthcare                                      -2.372489e-03   
NoDocbcCost                                        -1.404848e-02   
DiffWalk                                           -1.673188e-01   
BMI_Underweight                                     0.000000e+00   
BMI_Healthy weight                                 -1.355253e-20   
BMI_Overweight                                      1.694066e-21   
BMI_Class 1 Obesity                                 4.235165e-22   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                   4.667574e-02   
GenHlth_Very good                                   2.297106e-01   
GenHlth_Good                                       -1.008750e-01   
GenHlth_Fair                                       -1.111341e-01   
GenHlth_Poor                                       -6.437728e-02   
MentHlth_0                                          1.827614e-01   
MentHlth_1-5                                       -1.049604e-01   
MentHlth_6-10                                      -1.995185e-02   
MentHlth_11-15                                     -1.248021e-02   
MentHlth_16-20                                     -7.106627e-03   
MentHlth_21-25                                     -2.549300e-03   
MentHlth_26-30                                     -3.571296e-02   
PhysHlth_0                                          4.647665e-01   
PhysHlth_1-5                                       -2.370971e-01   
PhysHlth_6-10                                      -5.592594e-02   
PhysHlth_11-15                                     -3.343080e-02   
PhysHlth_16-20                                     -1.097815e-02   
PhysHlth_21-25                                     -8.467425e-03   
PhysHlth_26-30                                     -1.188671e-01   
Education_Never attended school or only kinderg...  5.669365e-04   
Education_Elementary                                1.021485e-03   
Education_Some high school                          3.971828e-03   
Education_High school graduate                      2.027196e-01   
Education_Some college or technical school          2.167235e-01   
Education_College graduate                         -4.250034e-01   
Income_Less than $10,000                           -2.199324e-03   
Income_$10,000-$14,999                             -3.273822e-03   
Income_$15,000-$19,999                              1.417524e-02   
Income_$20,000-$24,999                              2.450001e-02   
Income_$25,000-$34,999                              5.044239e-02   
Income_$35,000-$49,999                              1.073981e-01   
Income_$50,000-$74,999                              7.273189e-02   
Income_$75,000 or more                             -2.637745e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC3  \
HighBP                                              1.958888e-01   
HighChol                                            2.424615e-01   
CholCheck                                           7.376061e-03   
Smoker                                              1.301302e-01   
Stroke                                              1.622016e-02   
HeartDiseaseorAttack                                6.189940e-02   
PhysActivity                                       -1.479269e-02   
Fruits                                             -7.528300e-02   
Veggies                                            -2.358058e-02   
HvyAlcoholConsump                                   1.153741e-02   
AnyHealthcare                                       1.656146e-03   
NoDocbcCost                                         1.291972e-02   
DiffWalk                                            4.411803e-02   
BMI_Underweight                                     0.000000e+00   
BMI_Healthy weight                                  8.673617e-19   
BMI_Overweight                                      2.168404e-19   
BMI_Class 1 Obesity                                -5.421011e-20   
BMI_Class 2 Obesity                                 1.355253e-20   
BMI_Class 3 Obesity                                -3.388132e-21   
GenHlth_Excellent                                  -1.768765e-01   
GenHlth_Very good                                   6.410774e-01   
GenHlth_Good                                       -6.091139e-01   
GenHlth_Fair                                        1.007177e-01   
GenHlth_Poor                                        4.419528e-02   
MentHlth_0                                         -6.918209e-02   
MentHlth_1-5                                        3.470312e-02   
MentHlth_6-10                                       9.588768e-03   
MentHlth_11-15                                      5.008543e-03   
MentHlth_16-20                                      2.839595e-03   
MentHlth_21-25                                      2.271661e-03   
MentHlth_26-30                                      1.477040e-02   
PhysHlth_0                                         -1.480834e-01   
PhysHlth_1-5                                        5.901923e-02   
PhysHlth_6-10                                       1.136750e-02   
PhysHlth_11-15                                      7.515295e-03   
PhysHlth_16-20                                      5.476734e-03   
PhysHlth_21-25                                      2.467660e-03   
PhysHlth_26-30                                      6.223696e-02   
Education_Never attended school or only kinderg... -7.206659e-04   
Education_Elementary                               -3.092240e-03   
Education_Some high school                         -2.989344e-03   
Education_High school graduate                      2.957668e-03   
Education_Some college or technical school          7.640937e-02   
Education_College graduate                         -7.256478e-02   
Income_Less than $10,000                            1.422024e-03   
Income_$10,000-$14,999                              4.195176e-03   
Income_$15,000-$19,999                             -3.137001e-03   
Income_$20,000-$24,999                             -5.155995e-04   
Income_$25,000-$34,999                             -3.458983e-03   
Income_$35,000-$49,999                             -1.433162e-02   
Income_$50,000-$74,999                              2.081246e-02   
Income_$75,000 or more                             -4.986457e-03   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC4  \
HighBP                                              4.876982e-01   
HighChol                                            5.405895e-01   
CholCheck                                           1.429563e-02   
Smoker                                              1.874771e-01   
Stroke                                              3.525971e-03   
HeartDiseaseorAttack                                1.140875e-01   
PhysActivity                                        9.153955e-02   
Fruits                                             -8.841089e-02   
Veggies                                             1.023723e-02   
HvyAlcoholConsump                                   2.321194e-02   
AnyHealthcare                                       3.699565e-03   
NoDocbcCost                                        -2.216403e-02   
DiffWalk                                           -1.402595e-01   
BMI_Underweight                                     8.673617e-19   
BMI_Healthy weight                                 -8.673617e-19   
BMI_Overweight                                      8.673617e-19   
BMI_Class 1 Obesity                                -0.000000e+00   
BMI_Class 2 Obesity                                -0.000000e+00   
BMI_Class 3 Obesity                                 1.355253e-20   
GenHlth_Excellent                                  -1.059019e-01   
GenHlth_Very good                                   1.554269e-02   
GenHlth_Good                                        2.883078e-01   
GenHlth_Fair                                       -1.323989e-01   
GenHlth_Poor                                       -6.554968e-02   
MentHlth_0                                          1.382816e-01   
MentHlth_1-5                                       -7.500130e-02   
MentHlth_6-10                                      -1.453762e-02   
MentHlth_11-15                                     -1.395938e-02   
MentHlth_16-20                                     -6.175090e-03   
MentHlth_21-25                                     -1.378654e-03   
MentHlth_26-30                                     -2.722952e-02   
PhysHlth_0                                          4.169020e-01   
PhysHlth_1-5                                       -2.023462e-01   
PhysHlth_6-10                                      -4.433454e-02   
PhysHlth_11-15                                     -2.596278e-02   
PhysHlth_16-20                                     -1.211223e-02   
PhysHlth_21-25                                     -6.999824e-03   
PhysHlth_26-30                                     -1.251464e-01   
Education_Never attended school or only kinderg...  3.043988e-04   
Education_Elementary                               -1.353294e-02   
Education_Some high school                          8.506213e-05   
Education_High school graduate                     -3.834884e-02   
Education_Some college or technical school          3.715994e-02   
Education_College graduate                          1.433238e-02   
Income_Less than $10,000                           -8.637401e-03   
Income_$10,000-$14,999                             -1.147063e-02   
Income_$15,000-$19,999                             -2.025028e-02   
Income_$20,000-$24,999                             -1.665111e-02   
Income_$25,000-$34,999                             -1.832922e-02   
Income_$35,000-$49,999                              1.706182e-02   
Income_$50,000-$74,999                             -6.001646e-03   
Income_$75,000 or more                              6.427847e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC5  \
HighBP                                              5.833154e-02   
HighChol                                            3.286834e-02   
CholCheck                                           4.951813e-03   
Smoker                                             -3.520084e-02   
Stroke                                             -4.254232e-03   
HeartDiseaseorAttack                                3.764541e-02   
PhysActivity                                        2.032678e-01   
Fruits                                              6.697461e-01   
Veggies                                             3.291557e-01   
HvyAlcoholConsump                                  -1.285662e-02   
AnyHealthcare                                       1.562866e-03   
NoDocbcCost                                        -4.406872e-03   
DiffWalk                                           -2.567646e-02   
BMI_Underweight                                    -5.551115e-17   
BMI_Healthy weight                                  0.000000e+00   
BMI_Overweight                                      1.110223e-16   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                -6.938894e-18   
GenHlth_Excellent                                  -5.579401e-02   
GenHlth_Very good                                   3.438590e-02   
GenHlth_Good                                        8.125184e-02   
GenHlth_Fair                                       -5.325808e-02   
GenHlth_Poor                                       -6.585647e-03   
MentHlth_0                                         -1.044173e-02   
MentHlth_1-5                                        1.904955e-02   
MentHlth_6-10                                      -3.065215e-03   
MentHlth_11-15                                     -1.206287e-03   
MentHlth_16-20                                     -2.505788e-04   
MentHlth_21-25                                     -2.171795e-04   
MentHlth_26-30                                     -3.868567e-03   
PhysHlth_0                                         -9.809668e-02   
PhysHlth_1-5                                        1.013288e-01   
PhysHlth_6-10                                       9.159166e-03   
PhysHlth_11-15                                      7.449374e-04   
PhysHlth_16-20                                     -1.155280e-03   
PhysHlth_21-25                                     -9.136660e-04   
PhysHlth_26-30                                     -1.106728e-02   
Education_Never attended school or only kinderg...  2.737512e-04   
Education_Elementary                               -1.005553e-02   
Education_Some high school                         -1.800526e-02   
Education_High school graduate                     -2.726881e-01   
Education_Some college or technical school          4.460242e-01   
Education_College graduate                         -1.455491e-01   
Income_Less than $10,000                           -7.980749e-03   
Income_$10,000-$14,999                             -1.175489e-02   
Income_$15,000-$19,999                             -2.274148e-02   
Income_$20,000-$24,999                             -3.064311e-02   
Income_$25,000-$34,999                             -1.189709e-03   
Income_$35,000-$49,999                              6.760110e-02   
Income_$50,000-$74,999                              1.739681e-01   
Income_$75,000 or more                             -1.672593e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC6  \
HighBP                                             -1.900439e-01   
HighChol                                           -4.104819e-02   
CholCheck                                          -2.852297e-03   
Smoker                                              4.486218e-01   
Stroke                                             -6.087695e-03   
HeartDiseaseorAttack                               -1.881765e-02   
PhysActivity                                       -8.300411e-03   
Fruits                                             -2.335380e-01   
Veggies                                             5.733573e-03   
HvyAlcoholConsump                                   2.938375e-02   
AnyHealthcare                                       3.729535e-03   
NoDocbcCost                                         1.769853e-03   
DiffWalk                                            1.335696e-02   
BMI_Underweight                                    -2.775558e-17   
BMI_Healthy weight                                  0.000000e+00   
BMI_Overweight                                      1.110223e-16   
BMI_Class 1 Obesity                                -2.775558e-17   
BMI_Class 2 Obesity                                -1.387779e-17   
BMI_Class 3 Obesity                                -6.938894e-18   
GenHlth_Excellent                                   1.120657e-01   
GenHlth_Very good                                  -1.090021e-01   
GenHlth_Good                                       -1.657937e-02   
GenHlth_Fair                                        1.433938e-03   
GenHlth_Poor                                        1.208181e-02   
MentHlth_0                                         -3.220671e-02   
MentHlth_1-5                                        1.965696e-02   
MentHlth_6-10                                       2.706155e-03   
MentHlth_11-15                                      3.088323e-03   
MentHlth_16-20                                     -5.952663e-04   
MentHlth_21-25                                      6.368308e-04   
MentHlth_26-30                                      6.713708e-03   
PhysHlth_0                                         -3.340088e-02   
PhysHlth_1-5                                        3.999661e-03   
PhysHlth_6-10                                       3.458535e-03   
PhysHlth_11-15                                      7.110349e-03   
PhysHlth_16-20                                     -1.347796e-03   
PhysHlth_21-25                                     -1.091413e-03   
PhysHlth_26-30                                      2.127155e-02   
Education_Never attended school or only kinderg... -5.321995e-04   
Education_Elementary                                6.032516e-04   
Education_Some high school                          1.281146e-02   
Education_High school graduate                     -3.305638e-01   
Education_Some college or technical school          4.814432e-01   
Education_College graduate                         -1.637619e-01   
Income_Less than $10,000                           -2.357936e-03   
Income_$10,000-$14,999                              5.394863e-04   
Income_$15,000-$19,999                             -8.428276e-03   
Income_$20,000-$24,999                             -1.639384e-02   
Income_$25,000-$34,999                             -2.829062e-03   
Income_$35,000-$49,999                             -1.181569e-01   
Income_$50,000-$74,999                             -3.027393e-01   
Income_$75,000 or more                              4.503658e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC7  \
HighBP                                              2.510881e-02   
HighChol                                           -7.696301e-02   
CholCheck                                           9.914700e-04   
Smoker                                              4.994861e-01   
Stroke                                              2.543033e-02   
HeartDiseaseorAttack                                1.090159e-01   
PhysActivity                                       -3.831031e-02   
Fruits                                              4.831353e-01   
Veggies                                             2.023229e-01   
HvyAlcoholConsump                                   1.554253e-02   
AnyHealthcare                                       2.797242e-03   
NoDocbcCost                                         2.155169e-03   
DiffWalk                                            1.031104e-01   
BMI_Underweight                                     1.249001e-16   
BMI_Healthy weight                                 -7.806256e-17   
BMI_Overweight                                     -1.144917e-16   
BMI_Class 1 Obesity                                 1.249001e-16   
BMI_Class 2 Obesity                                -1.387779e-16   
BMI_Class 3 Obesity                                -2.775558e-17   
GenHlth_Excellent                                   1.406228e-01   
GenHlth_Very good                                  -1.200703e-01   
GenHlth_Good                                       -1.992467e-01   
GenHlth_Fair                                        1.303855e-01   
GenHlth_Poor                                        4.830863e-02   
MentHlth_0                                          6.550225e-02   
MentHlth_1-5                                       -6.809075e-02   
MentHlth_6-10                                      -6.514397e-03   
MentHlth_11-15                                     -7.208623e-04   
MentHlth_16-20                                      1.293952e-03   
MentHlth_21-25                                     -1.096174e-03   
MentHlth_26-30                                      9.625989e-03   
PhysHlth_0                                          1.188379e-01   
PhysHlth_1-5                                       -1.877215e-01   
PhysHlth_6-10                                      -2.315537e-03   
PhysHlth_11-15                                      5.245561e-03   
PhysHlth_16-20                                      3.778627e-03   
PhysHlth_21-25                                     -8.144913e-04   
PhysHlth_26-30                                      6.298946e-02   
Education_Never attended school or only kinderg... -2.207700e-04   
Education_Elementary                                3.376436e-03   
Education_Some high school                          1.020389e-02   
Education_High school graduate                      3.451737e-01   
Education_Some college or technical school         -3.236879e-01   
Education_College graduate                         -3.484541e-02   
Income_Less than $10,000                            6.006680e-03   
Income_$10,000-$14,999                              1.273761e-02   
Income_$15,000-$19,999                              2.301772e-02   
Income_$20,000-$24,999                              3.352685e-02   
Income_$25,000-$34,999                              1.370641e-02   
Income_$35,000-$49,999                             -2.643531e-02   
Income_$50,000-$74,999                             -2.031929e-01   
Income_$75,000 or more                              1.406329e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC8  \
HighBP                                             -1.661242e-01   
HighChol                                           -1.401226e-01   
CholCheck                                          -5.845367e-03   
Smoker                                              6.563498e-01   
Stroke                                             -2.686568e-02   
HeartDiseaseorAttack                               -6.068239e-02   
PhysActivity                                        9.786036e-02   
Fruits                                             -1.145519e-01   
Veggies                                            -3.303651e-03   
HvyAlcoholConsump                                   3.334106e-02   
AnyHealthcare                                       1.373774e-03   
NoDocbcCost                                        -1.717831e-02   
DiffWalk                                           -7.933246e-02   
BMI_Underweight                                     8.326673e-17   
BMI_Healthy weight                                 -8.326673e-17   
BMI_Overweight                                     -1.110223e-16   
BMI_Class 1 Obesity                                 5.551115e-17   
BMI_Class 2 Obesity                                -5.551115e-17   
BMI_Class 3 Obesity                                 2.775558e-17   
GenHlth_Excellent                                  -1.531907e-01   
GenHlth_Very good                                   1.290401e-01   
GenHlth_Good                                        1.842751e-01   
GenHlth_Fair                                       -1.276883e-01   
GenHlth_Poor                                       -3.243627e-02   
MentHlth_0                                         -4.634585e-02   
MentHlth_1-5                                        5.530233e-02   
MentHlth_6-10                                       3.353156e-03   
MentHlth_11-15                                     -5.930816e-04   
MentHlth_16-20                                     -1.516517e-03   
MentHlth_21-25                                     -1.937253e-03   
MentHlth_26-30                                     -8.262781e-03   
PhysHlth_0                                         -8.417270e-02   
PhysHlth_1-5                                        1.368677e-01   
PhysHlth_6-10                                       1.099350e-02   
PhysHlth_11-15                                      1.779379e-03   
PhysHlth_16-20                                     -3.547307e-03   
PhysHlth_21-25                                     -2.712902e-03   
PhysHlth_26-30                                     -5.920766e-02   
Education_Never attended school or only kinderg...  3.529158e-05   
Education_Elementary                               -1.368002e-02   
Education_Some high school                          7.679439e-03   
Education_High school graduate                     -1.199772e-01   
Education_Some college or technical school         -1.616247e-01   
Education_College graduate                          2.875672e-01   
Income_Less than $10,000                           -8.386126e-03   
Income_$10,000-$14,999                             -1.716139e-02   
Income_$15,000-$19,999                             -2.884086e-02   
Income_$20,000-$24,999                             -3.764127e-02   
Income_$25,000-$34,999                             -4.054998e-02   
Income_$35,000-$49,999                              8.003519e-03   
Income_$50,000-$74,999                              3.979900e-01   
Income_$75,000 or more                             -2.734139e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC9  \
HighBP                                             -7.715680e-02   
HighChol                                            2.056804e-01   
CholCheck                                          -5.705342e-03   
Smoker                                              6.239368e-03   
Stroke                                              2.779906e-02   
HeartDiseaseorAttack                                1.200583e-01   
PhysActivity                                       -1.061666e-01   
Fruits                                             -7.947361e-02   
Veggies                                            -3.310740e-02   
HvyAlcoholConsump                                   4.534753e-03   
AnyHealthcare                                      -1.183767e-03   
NoDocbcCost                                         1.445494e-02   
DiffWalk                                            1.259256e-01   
BMI_Underweight                                    -8.326673e-17   
BMI_Healthy weight                                 -0.000000e+00   
BMI_Overweight                                     -0.000000e+00   
BMI_Class 1 Obesity                                -1.040834e-16   
BMI_Class 2 Obesity                                 1.110223e-16   
BMI_Class 3 Obesity                                -1.110223e-16   
GenHlth_Excellent                                   3.927441e-01   
GenHlth_Very good                                  -3.144413e-01   
GenHlth_Good                                       -3.591413e-01   
GenHlth_Fair                                        2.149148e-01   
GenHlth_Poor                                        6.592362e-02   
MentHlth_0                                         -9.226647e-03   
MentHlth_1-5                                       -2.664427e-02   
MentHlth_6-10                                       2.375591e-04   
MentHlth_11-15                                      6.624889e-03   
MentHlth_16-20                                      3.151236e-03   
MentHlth_21-25                                      1.785723e-03   
MentHlth_26-30                                      2.407151e-02   
PhysHlth_0                                          1.817083e-01   
PhysHlth_1-5                                       -2.765109e-01   
PhysHlth_6-10                                      -1.063548e-02   
PhysHlth_11-15                                      4.535049e-03   
PhysHlth_16-20                                      5.324435e-03   
PhysHlth_21-25                                      2.642796e-03   
PhysHlth_26-30                                      9.293584e-02   
Education_Never attended school or only kinderg...  8.196575e-05   
Education_Elementary                                1.646005e-02   
Education_Some high school                          1.363209e-02   
Education_High school graduate                     -2.774766e-01   
Education_Some college or technical school          1.012089e-01   
Education_College graduate                          1.460936e-01   
Income_Less than $10,000                            6.876246e-03   
Income_$10,000-$14,999                              1.059073e-02   
Income_$15,000-$19,999                             -2.323036e-03   
Income_$20,000-$24,999                             -5.321951e-03   
Income_$25,000-$34,999                             -1.556103e-02   
Income_$35,000-$49,999                             -1.207626e-01   
Income_$50,000-$74,999                              3.928747e-01   
Income_$75,000 or more                             -2.663730e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC10  ...  PC49  \
HighBP                                             -6.390996e-01  ...   0.0   
HighChol                                            6.455321e-01  ...   0.0   
CholCheck                                          -1.644794e-03  ...   0.0   
Smoker                                             -2.046319e-02  ...   0.0   
Stroke                                             -3.401007e-02  ...   0.0   
HeartDiseaseorAttack                               -1.355573e-02  ...   0.0   
PhysActivity                                        1.309554e-01  ...   0.0   
Fruits                                              2.436913e-02  ...   0.0   
Veggies                                             8.238709e-02  ...   0.0   
HvyAlcoholConsump                                  -5.684632e-03  ...   0.0   
AnyHealthcare                                       1.741836e-03  ...   0.0   
NoDocbcCost                                        -3.243039e-03  ...   0.0   
DiffWalk                                           -1.195446e-01  ...   0.0   
BMI_Underweight                                     2.775558e-17  ...   0.0   
BMI_Healthy weight                                  2.602085e-17  ...   0.0   
BMI_Overweight                                      2.775558e-17  ...   0.0   
BMI_Class 1 Obesity                                 1.387779e-17  ...   0.0   
BMI_Class 2 Obesity                                -2.775558e-17  ...   0.0   
BMI_Class 3 Obesity                                 1.040834e-17  ...   0.0   
GenHlth_Excellent                                   7.010897e-02  ...   0.0   
GenHlth_Very good                                  -6.566880e-03  ...   0.0   
GenHlth_Good                                        2.908046e-02  ...   0.0   
GenHlth_Fair                                       -7.366518e-02  ...   0.0   
GenHlth_Poor                                       -1.895736e-02  ...   0.0   
MentHlth_0                                         -7.805664e-02  ...   0.0   
MentHlth_1-5                                        7.851612e-02  ...   0.0   
MentHlth_6-10                                       5.465162e-03  ...   0.0   
MentHlth_11-15                                     -1.492934e-03  ...   0.0   
MentHlth_16-20                                     -7.046521e-04  ...   0.0   
MentHlth_21-25                                      5.550992e-04  ...   0.0   
MentHlth_26-30                                     -4.282156e-03  ...   0.0   
PhysHlth_0                                         -6.277377e-02  ...   0.0   
PhysHlth_1-5                                        1.086473e-01  ...   0.0   
PhysHlth_6-10                                       1.155310e-02  ...   0.0   
PhysHlth_11-15                                      4.548553e-04  ...   0.0   
PhysHlth_16-20                                     -2.846668e-03  ...   0.0   
PhysHlth_21-25                                     -3.088093e-03  ...   0.0   
PhysHlth_26-30                                     -5.194671e-02  ...   0.0   
Education_Never attended school or only kinderg... -8.718032e-04  ...   0.0   
Education_Elementary                               -1.556690e-02  ...   0.0   
Education_Some high school                         -2.318924e-02  ...   0.0   
Education_High school graduate                      2.538832e-01  ...   0.0   
Education_Some college or technical school         -7.242147e-02  ...   0.0   
Education_College graduate                         -1.418338e-01  ...   0.0   
Income_Less than $10,000                           -8.301889e-03  ...   0.0   
Income_$10,000-$14,999                             -6.239724e-03  ...   0.0   
Income_$15,000-$19,999                             -1.129382e-02  ...   0.0   
Income_$20,000-$24,999                             -1.446882e-02  ...   0.0   
Income_$25,000-$34,999                             -1.600535e-03  ...   0.0   
Income_$35,000-$49,999                              7.380031e-03  ...   0.0   
Income_$50,000-$74,999                              1.408619e-02  ...   0.0   
Income_$75,000 or more                              2.043858e-02  ...   0.0   
Sex_Female                                          0.000000e+00  ...   0.0   
Sex_Male                                            0.000000e+00  ...   0.0   
Age_18-29                                           0.000000e+00  ...   0.0   
Age_30-49                                           0.000000e+00  ...   1.0   
Age_50-64                                           0.000000e+00  ...   0.0   
Age_65+                                             0.000000e+00  ...   0.0   

                                                    PC50  PC51  PC52  \
HighBP                                               0.0   0.0   0.0   
HighChol                                             0.0   0.0   0.0   
CholCheck                                            0.0   0.0   0.0   
Smoker                                               0.0   0.0   0.0   
Stroke                                               0.0   0.0   0.0   
HeartDiseaseorAttack                                 0.0   0.0   0.0   
PhysActivity                                         0.0   0.0   0.0   
Fruits                                               0.0   0.0   0.0   
Veggies                                              0.0   0.0   0.0   
HvyAlcoholConsump                                    0.0   0.0   0.0   
AnyHealthcare                                        0.0   0.0   0.0   
NoDocbcCost                                          0.0   0.0   0.0   
DiffWalk                                             0.0   0.0   0.0   
BMI_Underweight                                      0.0   0.0   0.0   
BMI_Healthy weight                                   0.0   0.0   0.0   
BMI_Overweight                                       0.0   0.0   0.0   
BMI_Class 1 Obesity                                  0.0   0.0   0.0   
BMI_Class 2 Obesity                                  0.0   0.0   0.0   
BMI_Class 3 Obesity                                  0.0   0.0   0.0   
GenHlth_Excellent                                    0.0   0.0   0.0   
GenHlth_Very good                                    0.0   0.0   0.0   
GenHlth_Good                                         0.0   0.0   0.0   
GenHlth_Fair                                         0.0   0.0   0.0   
GenHlth_Poor                                         0.0   0.0   0.0   
MentHlth_0                                           0.0   0.0   0.0   
MentHlth_1-5                                         0.0   0.0   0.0   
MentHlth_6-10                                        0.0   0.0   0.0   
MentHlth_11-15                                       0.0   0.0   0.0   
MentHlth_16-20                                       0.0   0.0   0.0   
MentHlth_21-25                                       0.0   0.0   0.0   
MentHlth_26-30                                       0.0   0.0   0.0   
PhysHlth_0                                           0.0   0.0   0.0   
PhysHlth_1-5                                         0.0   0.0   0.0   
PhysHlth_6-10                                        0.0   0.0   0.0   
PhysHlth_11-15                                       0.0   0.0   0.0   
PhysHlth_16-20                                       0.0   0.0   0.0   
PhysHlth_21-25                                       0.0   0.0   0.0   
PhysHlth_26-30                                       0.0   0.0   0.0   
Education_Never attended school or only kinderg...   0.0   0.0   0.0   
Education_Elementary                                 0.0   0.0   0.0   
Education_Some high school                           0.0   0.0   0.0   
Education_High school graduate                       0.0   0.0   0.0   
Education_Some college or technical school           0.0   0.0   0.0   
Education_College graduate                           0.0   0.0   0.0   
Income_Less than $10,000                             0.0   0.0   0.0   
Income_$10,000-$14,999                               0.0   0.0   0.0   
Income_$15,000-$19,999                               0.0   0.0   0.0   
Income_$20,000-$24,999                               0.0   0.0   0.0   
Income_$25,000-$34,999                               0.0   0.0   0.0   
Income_$35,000-$49,999                               0.0   0.0   0.0   
Income_$50,000-$74,999                               0.0   0.0   0.0   
Income_$75,000 or more                               0.0   0.0   0.0   
Sex_Female                                           0.0   0.0   1.0   
Sex_Male                                             0.0   1.0   0.0   
Age_18-29                                            1.0   0.0   0.0   
Age_30-49                                            0.0   0.0   0.0   
Age_50-64                                            0.0   0.0   0.0   
Age_65+                                              0.0   0.0   0.0   

                                                            PC53  \
HighBP                                              2.166924e-16   
HighChol                                           -1.251125e-16   
CholCheck                                          -2.348691e-15   
Smoker                                             -1.387410e-16   
Stroke                                             -6.081969e-17   
HeartDiseaseorAttack                                7.287001e-17   
PhysActivity                                       -7.800642e-17   
Fruits                                              1.801174e-17   
Veggies                                            -2.793178e-16   
HvyAlcoholConsump                                  -2.354334e-16   
AnyHealthcare                                      -2.382437e-15   
NoDocbcCost                                        -1.693261e-16   
DiffWalk                                           -5.700554e-17   
BMI_Underweight                                    -7.974231e-03   
BMI_Healthy weight                                 -1.097537e-02   
BMI_Overweight                                      3.974409e-02   
BMI_Class 1 Obesity                                 1.046135e-02   
BMI_Class 2 Obesity                                 1.411318e-02   
BMI_Class 3 Obesity                                 1.297914e-03   
GenHlth_Excellent                                   2.521827e-01   
GenHlth_Very good                                   2.521827e-01   
GenHlth_Good                                        2.521827e-01   
GenHlth_Fair                                        2.521827e-01   
GenHlth_Poor                                        2.521827e-01   
MentHlth_0                                          4.477610e-02   
MentHlth_1-5                                        4.477610e-02   
MentHlth_6-10                                       4.477610e-02   
MentHlth_11-15                                      4.477610e-02   
MentHlth_16-20                                      4.477610e-02   
MentHlth_21-25                                      4.477610e-02   
MentHlth_26-30                                      4.477610e-02   
PhysHlth_0                                          2.132259e-01   
PhysHlth_1-5                                        2.132259e-01   
PhysHlth_6-10                                       2.132259e-01   
PhysHlth_11-15                                      2.132259e-01   
PhysHlth_16-20                                      2.132259e-01   
PhysHlth_21-25                                      2.132259e-01   
PhysHlth_26-30                                      2.132259e-01   
Education_Never attended school or only kinderg...  1.598891e-01   
Education_Elementary                                1.598891e-01   
Education_Some high school                          1.598891e-01   
Education_High school graduate                      1.598891e-01   
Education_Some college or technical school          1.598891e-01   
Education_College graduate                          1.598891e-01   
Income_Less than $10,000                            1.558313e-01   
Income_$10,000-$14,999                              1.558313e-01   
Income_$15,000-$19,999                              1.558313e-01   
Income_$20,000-$24,999                              1.558313e-01   
Income_$25,000-$34,999                              1.558313e-01   
Income_$35,000-$49,999                              1.558313e-01   
Income_$50,000-$74,999                              1.558313e-01   
Income_$75,000 or more                              1.558313e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC54  \
HighBP                                              0.000000e+00   
HighChol                                            0.000000e+00   
CholCheck                                           8.523403e-16   
Smoker                                             -2.469792e-18   
Stroke                                              8.215380e-17   
HeartDiseaseorAttack                                8.173693e-18   
PhysActivity                                       -8.663430e-17   
Fruits                                             -1.907501e-17   
Veggies                                             7.869089e-17   
HvyAlcoholConsump                                   5.256859e-17   
AnyHealthcare                                       4.262464e-16   
NoDocbcCost                                        -1.862742e-16   
DiffWalk                                           -5.046344e-18   
BMI_Underweight                                    -6.264508e-02   
BMI_Healthy weight                                 -6.719000e-02   
BMI_Overweight                                     -1.375998e-01   
BMI_Class 1 Obesity                                 7.677025e-02   
BMI_Class 2 Obesity                                 4.188464e-01   
BMI_Class 3 Obesity                                 5.044802e-01   
GenHlth_Excellent                                  -1.012935e-01   
GenHlth_Very good                                  -1.012935e-01   
GenHlth_Good                                       -1.012935e-01   
GenHlth_Fair                                       -1.012935e-01   
GenHlth_Poor                                       -1.012935e-01   
MentHlth_0                                         -1.361921e-01   
MentHlth_1-5                                       -1.361921e-01   
MentHlth_6-10                                      -1.361921e-01   
MentHlth_11-15                                     -1.361921e-01   
MentHlth_16-20                                     -1.361921e-01   
MentHlth_21-25                                     -1.361921e-01   
MentHlth_26-30                                     -1.361921e-01   
PhysHlth_0                                          1.981916e-02   
PhysHlth_1-5                                        1.981916e-02   
PhysHlth_6-10                                       1.981916e-02   
PhysHlth_11-15                                      1.981916e-02   
PhysHlth_16-20                                      1.981916e-02   
PhysHlth_21-25                                      1.981916e-02   
PhysHlth_26-30                                      1.981916e-02   
Education_Never attended school or only kinderg... -1.033745e-01   
Education_Elementary                               -1.033745e-01   
Education_Some high school                         -1.033745e-01   
Education_High school graduate                     -1.033745e-01   
Education_Some college or technical school         -1.033745e-01   
Education_College graduate                         -1.033745e-01   
Income_Less than $10,000                            1.899980e-01   
Income_$10,000-$14,999                              1.899980e-01   
Income_$15,000-$19,999                              1.899980e-01   
Income_$20,000-$24,999                              1.899980e-01   
Income_$25,000-$34,999                              1.899980e-01   
Income_$35,000-$49,999                              1.899980e-01   
Income_$50,000-$74,999                              1.899980e-01   
Income_$75,000 or more                              1.899980e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC55  \
HighBP                                             -0.000000e+00   
HighChol                                           -2.825162e-17   
CholCheck                                          -8.081428e-17   
Smoker                                              9.663945e-17   
Stroke                                              1.574738e-18   
HeartDiseaseorAttack                                2.059282e-17   
PhysActivity                                        7.282560e-18   
Fruits                                              2.044131e-17   
Veggies                                             3.153726e-17   
HvyAlcoholConsump                                   8.800626e-17   
AnyHealthcare                                      -8.809544e-16   
NoDocbcCost                                         6.085492e-17   
DiffWalk                                            1.139401e-16   
BMI_Underweight                                    -1.474120e-01   
BMI_Healthy weight                                  1.904800e-01   
BMI_Overweight                                      1.757887e-01   
BMI_Class 1 Obesity                                 4.443106e-01   
BMI_Class 2 Obesity                                -6.108857e-02   
BMI_Class 3 Obesity                                 2.206098e-01   
GenHlth_Excellent                                   4.373577e-02   
GenHlth_Very good                                   4.373577e-02   
GenHlth_Good                                        4.373577e-02   
GenHlth_Fair                                        4.373577e-02   
GenHlth_Poor                                        4.373577e-02   
MentHlth_0                                          9.506840e-02   
MentHlth_1-5                                        9.506840e-02   
MentHlth_6-10                                       9.506840e-02   
MentHlth_11-15                                      9.506840e-02   
MentHlth_16-20                                      9.506840e-02   
MentHlth_21-25                                      9.506840e-02   
MentHlth_26-30                                      9.506840e-02   
PhysHlth_0                                          1.655965e-01   
PhysHlth_1-5                                        1.655965e-01   
PhysHlth_6-10                                       1.655965e-01   
PhysHlth_11-15                                      1.655965e-01   
PhysHlth_16-20                                      1.655965e-01   
PhysHlth_21-25                                      1.655965e-01   
PhysHlth_26-30                                      1.655965e-01   
Education_Never attended school or only kinderg... -2.318768e-01   
Education_Elementary                               -2.318768e-01   
Education_Some high school                         -2.318768e-01   
Education_High school graduate                     -2.318768e-01   
Education_Some college or technical school         -2.318768e-01   
Education_College graduate                         -2.318768e-01   
Income_Less than $10,000                           -9.610314e-02   
Income_$10,000-$14,999                             -9.610314e-02   
Income_$15,000-$19,999                             -9.610314e-02   
Income_$20,000-$24,999                             -9.610314e-02   
Income_$25,000-$34,999                             -9.610314e-02   
Income_$35,000-$49,999                             -9.610314e-02   
Income_$50,000-$74,999                             -9.610314e-02   
Income_$75,000 or more                             -9.610314e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC56  \
HighBP                                             -0.000000e+00   
HighChol                                           -0.000000e+00   
CholCheck                                          -6.696960e-16   
Smoker                                              3.732227e-17   
Stroke                                             -6.378777e-17   
HeartDiseaseorAttack                               -7.178765e-18   
PhysActivity                                        1.535162e-16   
Fruits                                             -1.095308e-16   
Veggies                                             1.114963e-16   
HvyAlcoholConsump                                  -1.743110e-16   
AnyHealthcare                                      -4.716577e-16   
NoDocbcCost                                        -2.060928e-16   
DiffWalk                                           -4.334408e-18   
BMI_Underweight                                    -1.998899e-01   
BMI_Healthy weight                                 -4.183211e-02   
BMI_Overweight                                     -1.737889e-01   
BMI_Class 1 Obesity                                 1.710483e-01   
BMI_Class 2 Obesity                                 2.105875e-02   
BMI_Class 3 Obesity                                 6.350394e-01   
GenHlth_Excellent                                   1.561203e-01   
GenHlth_Very good                                   1.561203e-01   
GenHlth_Good                                        1.561203e-01   
GenHlth_Fair                                        1.561203e-01   
GenHlth_Poor                                        1.561203e-01   
MentHlth_0                                         -1.704769e-02   
MentHlth_1-5                                       -1.704769e-02   
MentHlth_6-10                                      -1.704769e-02   
MentHlth_11-15                                     -1.704769e-02   
MentHlth_16-20                                     -1.704769e-02   
MentHlth_21-25                                     -1.704769e-02   
MentHlth_26-30                                     -1.704769e-02   
PhysHlth_0                                         -1.082140e-01   
PhysHlth_1-5                                       -1.082140e-01   
PhysHlth_6-10                                      -1.082140e-01   
PhysHlth_11-15                                     -1.082140e-01   
PhysHlth_16-20                                     -1.082140e-01   
PhysHlth_21-25                                     -1.082140e-01   
PhysHlth_26-30                                     -1.082140e-01   
Education_Never attended school or only kinderg...  1.505836e-01   
Education_Elementary                                1.505836e-01   
Education_Some high school                          1.505836e-01   
Education_High school graduate                      1.505836e-01   
Education_Some college or technical school          1.505836e-01   
Education_College graduate                          1.505836e-01   
Income_Less than $10,000                           -1.383785e-01   
Income_$10,000-$14,999                             -1.383785e-01   
Income_$15,000-$19,999                             -1.383785e-01   
Income_$20,000-$24,999                             -1.383785e-01   
Income_$25,000-$34,999                             -1.383785e-01   
Income_$35,000-$49,999                             -1.383785e-01   
Income_$50,000-$74,999                             -1.383785e-01   
Income_$75,000 or more                             -1.383785e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC57          PC58  
HighBP                                              0.000000e+00  0.000000e+00  
HighChol                                            8.475485e-17 -5.297178e-17  
CholCheck                                           1.092881e-15 -7.399805e-17  
Smoker                                             -1.086610e-17  1.964549e-16  
Stroke                                             -7.155124e-17 -2.255430e-16  
HeartDiseaseorAttack                                2.481337e-17  2.818319e-17  
PhysActivity                                        1.081537e-16  4.611293e-17  
Fruits                                             -1.198554e-16  7.026026e-17  
Veggies                                            -9.264245e-17  3.579739e-16  
HvyAlcoholConsump                                  -1.176388e-16  1.648014e-16  
AnyHealthcare                                       8.347480e-16  2.813101e-16  
NoDocbcCost                                        -6.262140e-16  1.193796e-15  
DiffWalk                                           -2.465201e-17  9.828904e-17  
BMI_Underweight                                     5.983618e-01 -4.420335e-01  
BMI_Healthy weight                                 -6.459663e-02 -1.526848e-01  
BMI_Overweight                                     -5.365340e-02  6.127673e-01  
BMI_Class 1 Obesity                                -2.042772e-01 -5.179614e-01  
BMI_Class 2 Obesity                                 6.164378e-02  2.819913e-01  
BMI_Class 3 Obesity                                 9.345216e-03  4.948076e-02  
GenHlth_Excellent                                   2.485738e-01  7.370434e-02  
GenHlth_Very good                                   2.485738e-01  7.370434e-02  
GenHlth_Good                                        2.485738e-01  7.370434e-02  
GenHlth_Fair                                        2.485738e-01  7.370434e-02  
GenHlth_Poor                                        2.485738e-01  7.370434e-02  
MentHlth_0                                         -1.127432e-01 -3.941619e-03  
MentHlth_1-5                                       -1.127432e-01 -3.941619e-03  
MentHlth_6-10                                      -1.127432e-01 -3.941619e-03  
MentHlth_11-15                                     -1.127432e-01 -3.941619e-03  
MentHlth_16-20                                     -1.127432e-01 -3.941619e-03  
MentHlth_21-25                                     -1.127432e-01 -3.941619e-03  
MentHlth_26-30                                     -1.127432e-01 -3.941619e-03  
PhysHlth_0                                         -3.686221e-02 -1.753306e-02  
PhysHlth_1-5                                       -3.686221e-02 -1.753306e-02  
PhysHlth_6-10                                      -3.686221e-02 -1.753306e-02  
PhysHlth_11-15                                     -3.686221e-02 -1.753306e-02  
PhysHlth_16-20                                     -3.686221e-02 -1.753306e-02  
PhysHlth_21-25                                     -3.686221e-02 -1.753306e-02  
PhysHlth_26-30                                     -3.686221e-02 -1.753306e-02  
Education_Never attended school or only kinderg... -1.661163e-01 -5.213481e-02  
Education_Elementary                               -1.661163e-01 -5.213481e-02  
Education_Some high school                         -1.661163e-01 -5.213481e-02  
Education_High school graduate                     -1.661163e-01 -5.213481e-02  
Education_Some college or technical school         -1.661163e-01 -5.213481e-02  
Education_College graduate                         -1.661163e-01 -5.213481e-02  
Income_Less than $10,000                           -4.513040e-02 -3.504999e-02  
Income_$10,000-$14,999                             -4.513040e-02 -3.504999e-02  
Income_$15,000-$19,999                             -4.513040e-02 -3.504999e-02  
Income_$20,000-$24,999                             -4.513040e-02 -3.504999e-02  
Income_$25,000-$34,999                             -4.513040e-02 -3.504999e-02  
Income_$35,000-$49,999                             -4.513040e-02 -3.504999e-02  
Income_$50,000-$74,999                             -4.513040e-02 -3.504999e-02  
Income_$75,000 or more                             -4.513040e-02 -3.504999e-02  
Sex_Female                                          0.000000e+00  0.000000e+00  
Sex_Male                                            0.000000e+00  0.000000e+00  
Age_18-29                                           0.000000e+00  0.000000e+00  
Age_30-49                                           0.000000e+00  0.000000e+00  
Age_50-64                                           0.000000e+00  0.000000e+00  
Age_65+                                             0.000000e+00  0.000000e+00  

[58 rows x 58 columns]

PCA Results for Subset_41:
        PC1       PC2       PC3       PC4       PC5       PC6       PC7  \
0  0.664867 -0.982335  0.872271  0.083331  0.268248  0.196653  0.161889   
1  0.835380 -0.075378 -1.023374 -0.052943  0.024489  0.482768  0.441126   
2 -0.892220 -0.015987  0.350727  0.556802 -0.582080  0.190315  0.314211   
3 -0.655031  0.200926  0.947067  0.388883  0.146780 -0.719308  0.518375   
4  0.922326 -0.398291 -0.486532 -1.007456 -0.639847  0.433188 -0.322779   

        PC8       PC9      PC10  ...  PC49  PC50  PC51  PC52          PC53  \
0  0.341339 -0.712030  0.098793  ...   0.0   0.0   0.0   0.0  0.000000e+00   
1  0.481781 -0.427034 -0.043413  ...   0.0   0.0   0.0   0.0 -2.220446e-16   
2 -0.245895  0.712662 -0.217247  ...   0.0   0.0   0.0   0.0 -3.330669e-16   
3  0.327264  0.190674  0.328798  ...   0.0   0.0   0.0   0.0 -2.220446e-16   
4 -0.302317  0.205742  0.068037  ...   0.0   0.0   0.0   0.0  0.000000e+00   

           PC54          PC55          PC56          PC57          PC58  
0 -1.665335e-16 -5.551115e-17 -5.551115e-17  1.387779e-16  2.220446e-16  
1 -5.551115e-17  5.551115e-17 -2.775558e-17  0.000000e+00  2.220446e-16  
2  3.885781e-16  2.775558e-17  3.053113e-16  7.494005e-16 -6.661338e-16  
3  1.110223e-16  5.551115e-17 -8.326673e-17 -3.330669e-16  0.000000e+00  
4  5.551115e-17  5.551115e-17 -1.665335e-16  1.942890e-16 -2.220446e-16  

[5 rows x 58 columns]
No description has been provided for this image
For Subset_41, retain 22 components to explain 90% of the variance.


Explained Variance for Subset_42:
[1.07084292e-01 7.10950876e-02 6.31850198e-02 6.08989601e-02
 5.57906056e-02 4.98587176e-02 4.82348301e-02 4.39101853e-02
 4.16084976e-02 3.92137172e-02 3.53725895e-02 3.39756171e-02
 3.16337174e-02 3.02112168e-02 2.85923740e-02 2.50602156e-02
 2.38658333e-02 2.11279413e-02 1.99393060e-02 1.93676144e-02
 1.89637125e-02 1.56363759e-02 1.38668136e-02 1.18291381e-02
 1.12560620e-02 1.10210953e-02 8.57413035e-03 8.10854501e-03
 7.90959654e-03 6.98674694e-03 6.69954390e-03 6.44857660e-03
 4.68924706e-03 4.30099174e-03 3.48353375e-03 2.86380483e-03
 2.38533813e-03 2.08441610e-03 1.74905055e-03 8.85641255e-04
 2.31301302e-04 8.00340904e-18 7.64813457e-18 2.85462683e-18
 1.83779185e-18 1.70498376e-33 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00]

Cumulative Variance for Subset_42:
[0.10708429 0.17817938 0.2413644  0.30226336 0.35805397 0.40791268
 0.45614751 0.5000577  0.5416662  0.58087991 0.6162525  0.65022812
 0.68186184 0.71207305 0.74066543 0.76572564 0.78959148 0.81071942
 0.83065872 0.85002634 0.86899005 0.88462643 0.89849324 0.91032238
 0.92157844 0.93259954 0.94117367 0.94928221 0.95719181 0.96417855
 0.9708781  0.97732668 0.98201592 0.98631691 0.98980045 0.99266425
 0.99504959 0.99713401 0.99888306 0.9997687  1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.        ]

Loadings for Subset_42:
                                                             PC1  \
HighBP                                             -2.472767e-01   
HighChol                                           -1.595303e-01   
CholCheck                                          -4.692152e-03   
Smoker                                             -9.391545e-02   
Stroke                                             -7.228039e-02   
HeartDiseaseorAttack                               -1.360958e-01   
PhysActivity                                        2.802642e-01   
Fruits                                              1.361928e-01   
Veggies                                             1.370249e-01   
HvyAlcoholConsump                                   2.124254e-02   
AnyHealthcare                                       4.290252e-03   
NoDocbcCost                                        -4.375400e-02   
DiffWalk                                           -3.240146e-01   
BMI_Underweight                                    -0.000000e+00   
BMI_Healthy weight                                  3.308722e-24   
BMI_Overweight                                      1.022879e-16   
BMI_Class 1 Obesity                                -0.000000e+00   
BMI_Class 2 Obesity                                 6.462349e-27   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                   1.396506e-01   
GenHlth_Very good                                   3.370607e-01   
GenHlth_Good                                       -1.887380e-01   
GenHlth_Fair                                       -1.995571e-01   
GenHlth_Poor                                       -8.841616e-02   
MentHlth_0                                          2.017362e-01   
MentHlth_1-5                                       -7.325460e-02   
MentHlth_6-10                                      -3.357543e-02   
MentHlth_11-15                                     -2.402414e-02   
MentHlth_16-20                                     -1.188356e-02   
MentHlth_21-25                                     -5.665194e-03   
MentHlth_26-30                                     -5.333326e-02   
PhysHlth_0                                          3.979810e-01   
PhysHlth_1-5                                       -1.120285e-01   
PhysHlth_6-10                                      -5.996947e-02   
PhysHlth_11-15                                     -4.484878e-02   
PhysHlth_16-20                                     -2.020580e-02   
PhysHlth_21-25                                     -1.475424e-02   
PhysHlth_26-30                                     -1.461742e-01   
Education_Never attended school or only kinderg... -1.146803e-03   
Education_Elementary                               -2.088781e-02   
Education_Some high school                         -4.102544e-02   
Education_High school graduate                     -2.162040e-01   
Education_Some college or technical school         -1.321919e-02   
Education_College graduate                          2.924833e-01   
Income_Less than $10,000                           -3.861085e-02   
Income_$10,000-$14,999                             -7.170125e-02   
Income_$15,000-$19,999                             -7.902451e-02   
Income_$20,000-$24,999                             -7.071198e-02   
Income_$25,000-$34,999                             -2.572259e-02   
Income_$35,000-$49,999                              2.609385e-02   
Income_$50,000-$74,999                              8.319264e-02   
Income_$75,000 or more                              1.764847e-01   
Sex_Female                                          1.022879e-16   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                             1.022879e-16   

                                                             PC2  \
HighBP                                             -2.171375e-03   
HighChol                                           -9.774809e-02   
CholCheck                                          -2.980557e-03   
Smoker                                             -3.713252e-02   
Stroke                                             -9.441317e-03   
HeartDiseaseorAttack                               -2.258686e-02   
PhysActivity                                       -9.034872e-02   
Fruits                                             -1.464871e-01   
Veggies                                            -1.355015e-01   
HvyAlcoholConsump                                  -2.344439e-02   
AnyHealthcare                                      -3.265147e-03   
NoDocbcCost                                        -1.027736e-02   
DiffWalk                                           -9.628729e-02   
BMI_Underweight                                     2.775558e-17   
BMI_Healthy weight                                  1.387779e-17   
BMI_Overweight                                      1.421119e-16   
BMI_Class 1 Obesity                                -8.673617e-19   
BMI_Class 2 Obesity                                -2.168404e-19   
BMI_Class 3 Obesity                                 5.421011e-20   
GenHlth_Excellent                                  -8.324223e-03   
GenHlth_Very good                                   5.427258e-02   
GenHlth_Good                                        5.470483e-02   
GenHlth_Fair                                       -6.603053e-02   
GenHlth_Poor                                       -3.462266e-02   
MentHlth_0                                          2.933419e-01   
MentHlth_1-5                                       -2.023054e-01   
MentHlth_6-10                                      -2.893717e-02   
MentHlth_11-15                                     -1.857716e-02   
MentHlth_16-20                                     -8.153457e-03   
MentHlth_21-25                                     -3.874241e-03   
MentHlth_26-30                                     -3.149451e-02   
PhysHlth_0                                          4.228212e-01   
PhysHlth_1-5                                       -2.500865e-01   
PhysHlth_6-10                                      -5.018828e-02   
PhysHlth_11-15                                     -2.890914e-02   
PhysHlth_16-20                                     -1.368094e-02   
PhysHlth_21-25                                     -7.792605e-03   
PhysHlth_26-30                                     -7.216373e-02   
Education_Never attended school or only kinderg... -2.952039e-04   
Education_Elementary                               -3.902684e-03   
Education_Some high school                          5.612672e-03   
Education_High school graduate                      4.967747e-01   
Education_Some college or technical school         -9.105112e-03   
Education_College graduate                         -4.890844e-01   
Income_Less than $10,000                            1.036913e-02   
Income_$10,000-$14,999                              2.412295e-02   
Income_$15,000-$19,999                              5.442352e-02   
Income_$20,000-$24,999                              9.083939e-02   
Income_$25,000-$34,999                              6.569100e-02   
Income_$35,000-$49,999                              2.974405e-03   
Income_$50,000-$74,999                             -6.763151e-02   
Income_$75,000 or more                             -1.807889e-01   
Sex_Female                                          1.434772e-16   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                             1.434772e-16   

                                                             PC3  \
HighBP                                              8.724824e-02   
HighChol                                            3.245968e-02   
CholCheck                                           3.069872e-03   
Smoker                                             -1.340960e-01   
Stroke                                             -1.192845e-02   
HeartDiseaseorAttack                               -1.802578e-02   
PhysActivity                                        8.599998e-02   
Fruits                                              1.298653e-01   
Veggies                                             6.718713e-02   
HvyAlcoholConsump                                  -4.225198e-03   
AnyHealthcare                                       2.870736e-04   
NoDocbcCost                                        -1.724180e-02   
DiffWalk                                           -6.481115e-02   
BMI_Underweight                                    -1.387779e-17   
BMI_Healthy weight                                  6.938894e-18   
BMI_Overweight                                      2.152466e-17   
BMI_Class 1 Obesity                                -0.000000e+00   
BMI_Class 2 Obesity                                -0.000000e+00   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                   1.050255e-01   
GenHlth_Very good                                  -5.859103e-01   
GenHlth_Good                                        6.576882e-01   
GenHlth_Fair                                       -1.257716e-01   
GenHlth_Poor                                       -5.103181e-02   
MentHlth_0                                          1.787368e-01   
MentHlth_1-5                                       -1.010259e-01   
MentHlth_6-10                                      -2.159909e-02   
MentHlth_11-15                                     -1.443929e-02   
MentHlth_16-20                                     -5.837103e-03   
MentHlth_21-25                                     -3.152890e-03   
MentHlth_26-30                                     -3.268249e-02   
PhysHlth_0                                          1.550598e-01   
PhysHlth_1-5                                       -4.801817e-02   
PhysHlth_6-10                                      -1.110695e-02   
PhysHlth_11-15                                     -1.328002e-02   
PhysHlth_16-20                                     -6.372116e-03   
PhysHlth_21-25                                     -3.673018e-03   
PhysHlth_26-30                                     -7.260951e-02   
Education_Never attended school or only kinderg... -3.313335e-04   
Education_Elementary                               -2.917445e-03   
Education_Some high school                         -1.296756e-03   
Education_High school graduate                     -7.377955e-02   
Education_Some college or technical school         -1.083710e-01   
Education_College graduate                          1.866961e-01   
Income_Less than $10,000                           -7.864363e-03   
Income_$10,000-$14,999                             -1.837151e-02   
Income_$15,000-$19,999                             -1.300593e-02   
Income_$20,000-$24,999                             -2.185014e-02   
Income_$25,000-$34,999                             -1.765871e-02   
Income_$35,000-$49,999                             -8.774855e-03   
Income_$50,000-$74,999                              2.081549e-02   
Income_$75,000 or more                              6.671002e-02   
Sex_Female                                          2.230823e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                             2.230823e-17   

                                                             PC4  \
HighBP                                              2.679839e-02   
HighChol                                            6.792870e-02   
CholCheck                                          -5.252141e-04   
Smoker                                              1.943458e-01   
Stroke                                              4.481799e-03   
HeartDiseaseorAttack                                1.938674e-02   
PhysActivity                                        4.617202e-02   
Fruits                                             -1.988672e-03   
Veggies                                             4.592029e-02   
HvyAlcoholConsump                                   6.581622e-03   
AnyHealthcare                                       1.839197e-04   
NoDocbcCost                                        -4.298589e-04   
DiffWalk                                           -4.890575e-02   
BMI_Underweight                                    -1.110223e-16   
BMI_Healthy weight                                  0.000000e+00   
BMI_Overweight                                      1.572995e-16   
BMI_Class 1 Obesity                                 1.387779e-17   
BMI_Class 2 Obesity                                 6.938894e-18   
BMI_Class 3 Obesity                                 1.734723e-18   
GenHlth_Excellent                                  -7.670412e-03   
GenHlth_Very good                                  -3.612101e-02   
GenHlth_Good                                        1.247045e-01   
GenHlth_Fair                                       -6.333715e-02   
GenHlth_Poor                                       -1.757592e-02   
MentHlth_0                                          1.192317e-02   
MentHlth_1-5                                        9.254039e-04   
MentHlth_6-10                                      -9.415825e-04   
MentHlth_11-15                                     -8.324111e-04   
MentHlth_16-20                                      3.913126e-04   
MentHlth_21-25                                      4.620459e-05   
MentHlth_26-30                                     -1.151210e-02   
PhysHlth_0                                          9.128384e-02   
PhysHlth_1-5                                       -3.911563e-02   
PhysHlth_6-10                                      -7.107984e-03   
PhysHlth_11-15                                     -1.199789e-02   
PhysHlth_16-20                                     -7.023966e-04   
PhysHlth_21-25                                     -2.620107e-03   
PhysHlth_26-30                                     -2.973983e-02   
Education_Never attended school or only kinderg... -3.769799e-04   
Education_Elementary                               -3.646848e-03   
Education_Some high school                          2.609053e-03   
Education_High school graduate                     -4.340714e-01   
Education_Some college or technical school          7.774712e-01   
Education_College graduate                         -3.419850e-01   
Income_Less than $10,000                           -1.201478e-02   
Income_$10,000-$14,999                             -9.931145e-03   
Income_$15,000-$19,999                             -1.265859e-02   
Income_$20,000-$24,999                             -6.791281e-03   
Income_$25,000-$34,999                              4.202505e-02   
Income_$35,000-$49,999                              4.741930e-02   
Income_$50,000-$74,999                              6.698015e-03   
Income_$75,000 or more                             -5.474657e-02   
Sex_Female                                          1.335613e-16   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             1.335613e-16   

                                                             PC5  \
HighBP                                              5.650893e-01   
HighChol                                            6.932269e-01   
CholCheck                                           2.046373e-02   
Smoker                                              8.046807e-02   
Stroke                                              2.309616e-02   
HeartDiseaseorAttack                                7.588669e-02   
PhysActivity                                        9.171358e-02   
Fruits                                              3.308104e-02   
Veggies                                             4.826403e-02   
HvyAlcoholConsump                                   1.251449e-02   
AnyHealthcare                                       4.225265e-03   
NoDocbcCost                                        -1.279514e-02   
DiffWalk                                           -7.029431e-02   
BMI_Underweight                                     3.469447e-18   
BMI_Healthy weight                                  3.469447e-18   
BMI_Overweight                                     -2.146067e-16   
BMI_Class 1 Obesity                                -3.469447e-18   
BMI_Class 2 Obesity                                 1.734723e-18   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                  -1.896998e-01   
GenHlth_Very good                                   2.544880e-01   
GenHlth_Good                                        1.624009e-03   
GenHlth_Fair                                       -4.481295e-02   
GenHlth_Poor                                       -2.159926e-02   
MentHlth_0                                          8.053484e-02   
MentHlth_1-5                                       -3.545010e-02   
MentHlth_6-10                                      -1.390780e-02   
MentHlth_11-15                                     -5.453787e-03   
MentHlth_16-20                                     -4.740349e-03   
MentHlth_21-25                                     -1.509449e-03   
MentHlth_26-30                                     -1.947335e-02   
PhysHlth_0                                          1.624790e-01   
PhysHlth_1-5                                       -5.606835e-02   
PhysHlth_6-10                                      -2.458894e-02   
PhysHlth_11-15                                     -1.700499e-02   
PhysHlth_16-20                                     -3.785714e-03   
PhysHlth_21-25                                     -3.446209e-03   
PhysHlth_26-30                                     -5.758476e-02   
Education_Never attended school or only kinderg... -1.129565e-03   
Education_Elementary                               -6.304657e-03   
Education_Some high school                         -7.976932e-04   
Education_High school graduate                      7.537369e-05   
Education_Some college or technical school         -9.476910e-02   
Education_College graduate                          1.029256e-01   
Income_Less than $10,000                           -1.025243e-02   
Income_$10,000-$14,999                             -1.597482e-02   
Income_$15,000-$19,999                             -1.161024e-02   
Income_$20,000-$24,999                             -2.302684e-02   
Income_$25,000-$34,999                             -7.993799e-03   
Income_$35,000-$49,999                              4.943042e-02   
Income_$50,000-$74,999                              3.311981e-02   
Income_$75,000 or more                             -1.369210e-02   
Sex_Female                                         -2.035131e-16   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -2.035131e-16   

                                                             PC6  \
HighBP                                             -1.086887e-01   
HighChol                                            3.246625e-02   
CholCheck                                          -2.352606e-03   
Smoker                                              7.220600e-01   
Stroke                                              2.068308e-02   
HeartDiseaseorAttack                                4.306459e-02   
PhysActivity                                       -2.453276e-01   
Fruits                                             -3.376941e-01   
Veggies                                            -1.255930e-01   
HvyAlcoholConsump                                   5.555815e-02   
AnyHealthcare                                       1.100540e-04   
NoDocbcCost                                         7.893908e-03   
DiffWalk                                            8.424859e-02   
BMI_Underweight                                    -4.163336e-17   
BMI_Healthy weight                                 -0.000000e+00   
BMI_Overweight                                      1.097251e-17   
BMI_Class 1 Obesity                                -0.000000e+00   
BMI_Class 2 Obesity                                -5.551115e-17   
BMI_Class 3 Obesity                                 2.775558e-17   
GenHlth_Excellent                                   1.248267e-01   
GenHlth_Very good                                  -1.397619e-01   
GenHlth_Good                                       -6.663396e-02   
GenHlth_Fair                                        4.512585e-02   
GenHlth_Poor                                        3.644330e-02   
MentHlth_0                                          9.184648e-02   
MentHlth_1-5                                       -9.707524e-02   
MentHlth_6-10                                      -9.290897e-03   
MentHlth_11-15                                     -1.144019e-03   
MentHlth_16-20                                     -2.295743e-03   
MentHlth_21-25                                      3.121896e-03   
MentHlth_26-30                                      1.483752e-02   
PhysHlth_0                                          1.954033e-01   
PhysHlth_1-5                                       -2.031281e-01   
PhysHlth_6-10                                      -2.429394e-02   
PhysHlth_11-15                                     -1.380846e-02   
PhysHlth_16-20                                     -6.872532e-04   
PhysHlth_21-25                                      2.028840e-03   
PhysHlth_26-30                                      4.448563e-02   
Education_Never attended school or only kinderg...  3.476008e-04   
Education_Elementary                                7.561068e-03   
Education_Some high school                          4.172716e-02   
Education_High school graduate                     -1.408932e-01   
Education_Some college or technical school         -1.387879e-01   
Education_College graduate                          2.300452e-01   
Income_Less than $10,000                            6.372269e-03   
Income_$10,000-$14,999                              2.013331e-02   
Income_$15,000-$19,999                              2.764291e-03   
Income_$20,000-$24,999                             -2.773753e-02   
Income_$25,000-$34,999                             -5.793726e-02   
Income_$35,000-$49,999                             -7.882932e-02   
Income_$50,000-$74,999                              1.215957e-02   
Income_$75,000 or more                              1.230747e-01   
Sex_Female                                          3.603351e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                             3.603351e-17   

                                                             PC7  \
HighBP                                              1.938686e-01   
HighChol                                           -6.366129e-02   
CholCheck                                           5.400842e-03   
Smoker                                             -3.739861e-01   
Stroke                                              4.343841e-02   
HeartDiseaseorAttack                                8.386915e-02   
PhysActivity                                       -2.496674e-01   
Fruits                                              5.556404e-02   
Veggies                                            -4.007603e-02   
HvyAlcoholConsump                                  -2.230926e-02   
AnyHealthcare                                      -3.745168e-03   
NoDocbcCost                                         9.761950e-03   
DiffWalk                                            2.905271e-01   
BMI_Underweight                                    -2.775558e-17   
BMI_Healthy weight                                 -2.775558e-17   
BMI_Overweight                                      7.261036e-17   
BMI_Class 1 Obesity                                -5.551115e-17   
BMI_Class 2 Obesity                                 2.775558e-17   
BMI_Class 3 Obesity                                -2.775558e-17   
GenHlth_Excellent                                   6.020720e-02   
GenHlth_Very good                                  -6.132725e-02   
GenHlth_Good                                       -2.820086e-01   
GenHlth_Fair                                        2.083502e-01   
GenHlth_Poor                                        7.477844e-02   
MentHlth_0                                          4.637360e-01   
MentHlth_1-5                                       -3.998462e-01   
MentHlth_6-10                                      -3.534862e-02   
MentHlth_11-15                                     -1.011115e-02   
MentHlth_16-20                                     -4.929701e-03   
MentHlth_21-25                                     -2.635402e-03   
MentHlth_26-30                                     -1.086495e-02   
PhysHlth_0                                         -4.559323e-02   
PhysHlth_1-5                                       -1.298848e-01   
PhysHlth_6-10                                       1.286405e-02   
PhysHlth_11-15                                      1.722934e-02   
PhysHlth_16-20                                      2.824531e-03   
PhysHlth_21-25                                      2.964615e-03   
PhysHlth_26-30                                      1.395955e-01   
Education_Never attended school or only kinderg...  1.690905e-03   
Education_Elementary                                2.546647e-02   
Education_Some high school                          4.235146e-02   
Education_High school graduate                     -2.674765e-01   
Education_Some college or technical school          9.321595e-02   
Education_College graduate                          1.047517e-01   
Income_Less than $10,000                            3.149410e-02   
Income_$10,000-$14,999                              1.914150e-02   
Income_$15,000-$19,999                              2.772115e-02   
Income_$20,000-$24,999                             -1.331760e-02   
Income_$25,000-$34,999                             -2.425381e-02   
Income_$35,000-$49,999                             -7.546553e-02   
Income_$50,000-$74,999                             -2.392918e-02   
Income_$75,000 or more                              5.860936e-02   
Sex_Female                                          2.448776e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                             2.448776e-17   

                                                             PC8  \
HighBP                                             -3.383265e-02   
HighChol                                           -9.769434e-02   
CholCheck                                           4.550866e-04   
Smoker                                              4.579702e-01   
Stroke                                              3.509906e-03   
HeartDiseaseorAttack                               -9.506946e-04   
PhysActivity                                        1.753456e-01   
Fruits                                              3.620983e-01   
Veggies                                             1.880981e-01   
HvyAlcoholConsump                                   1.596087e-02   
AnyHealthcare                                       8.076328e-04   
NoDocbcCost                                        -1.819281e-02   
DiffWalk                                           -4.890148e-03   
BMI_Underweight                                     9.367507e-17   
BMI_Healthy weight                                 -8.326673e-17   
BMI_Overweight                                     -1.518209e-16   
BMI_Class 1 Obesity                                -2.428613e-17   
BMI_Class 2 Obesity                                -5.551115e-17   
BMI_Class 3 Obesity                                 1.387779e-16   
GenHlth_Excellent                                  -8.958566e-02   
GenHlth_Very good                                   9.465023e-02   
GenHlth_Good                                        5.449575e-02   
GenHlth_Fair                                       -4.546936e-02   
GenHlth_Poor                                       -1.409096e-02   
MentHlth_0                                          4.349094e-01   
MentHlth_1-5                                       -3.116575e-01   
MentHlth_6-10                                      -3.917501e-02   
MentHlth_11-15                                     -2.546102e-02   
MentHlth_16-20                                     -8.896483e-03   
MentHlth_21-25                                     -2.470620e-03   
MentHlth_26-30                                     -4.724876e-02   
PhysHlth_0                                         -3.552515e-01   
PhysHlth_1-5                                        3.208669e-01   
PhysHlth_6-10                                       2.461845e-02   
PhysHlth_11-15                                      7.321196e-03   
PhysHlth_16-20                                     -3.808089e-03   
PhysHlth_21-25                                      8.905243e-04   
PhysHlth_26-30                                      5.362516e-03   
Education_Never attended school or only kinderg... -1.249638e-03   
Education_Elementary                               -1.885747e-02   
Education_Some high school                         -2.815404e-02   
Education_High school graduate                      1.589671e-01   
Education_Some college or technical school         -3.468147e-02   
Education_College graduate                         -7.602444e-02   
Income_Less than $10,000                           -1.831382e-02   
Income_$10,000-$14,999                             -7.445191e-03   
Income_$15,000-$19,999                             -5.837111e-03   
Income_$20,000-$24,999                              3.098217e-02   
Income_$25,000-$34,999                              9.462490e-03   
Income_$35,000-$49,999                              4.606189e-02   
Income_$50,000-$74,999                             -1.438067e-02   
Income_$75,000 or more                             -4.052976e-02   
Sex_Female                                         -1.228440e-16   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -1.228440e-16   

                                                             PC9  \
HighBP                                              1.301630e-01   
HighChol                                           -8.952762e-02   
CholCheck                                          -3.527369e-03   
Smoker                                              1.846216e-01   
Stroke                                              3.409549e-02   
HeartDiseaseorAttack                                9.554771e-02   
PhysActivity                                        5.604372e-02   
Fruits                                              6.447005e-01   
Veggies                                             2.487193e-01   
HvyAlcoholConsump                                  -4.306018e-03   
AnyHealthcare                                      -1.314166e-03   
NoDocbcCost                                         1.271695e-02   
DiffWalk                                            1.830683e-01   
BMI_Underweight                                     1.144917e-16   
BMI_Healthy weight                                 -1.665335e-16   
BMI_Overweight                                      4.951731e-17   
BMI_Class 1 Obesity                                 2.775558e-17   
BMI_Class 2 Obesity                                -0.000000e+00   
BMI_Class 3 Obesity                                 5.551115e-17   
GenHlth_Excellent                                   1.514019e-01   
GenHlth_Very good                                  -1.678481e-01   
GenHlth_Good                                       -2.054103e-01   
GenHlth_Fair                                        1.706251e-01   
GenHlth_Poor                                        5.123129e-02   
MentHlth_0                                         -2.309084e-01   
MentHlth_1-5                                        1.458290e-01   
MentHlth_6-10                                       2.146679e-02   
MentHlth_11-15                                      1.948043e-02   
MentHlth_16-20                                      4.712323e-03   
MentHlth_21-25                                      2.782495e-03   
MentHlth_26-30                                      3.663739e-02   
PhysHlth_0                                          2.547715e-01   
PhysHlth_1-5                                       -3.439083e-01   
PhysHlth_6-10                                      -1.235431e-02   
PhysHlth_11-15                                      1.077703e-02   
PhysHlth_16-20                                      8.327942e-03   
PhysHlth_21-25                                      3.798896e-03   
PhysHlth_26-30                                      7.858718e-02   
Education_Never attended school or only kinderg... -1.496340e-04   
Education_Elementary                                3.820617e-03   
Education_Some high school                          5.277330e-03   
Education_High school graduate                      9.119734e-02   
Education_Some college or technical school         -2.807409e-02   
Education_College graduate                         -7.207156e-02   
Income_Less than $10,000                            1.127255e-02   
Income_$10,000-$14,999                              2.185775e-02   
Income_$15,000-$19,999                              2.653357e-02   
Income_$20,000-$24,999                              4.701808e-02   
Income_$25,000-$34,999                              2.521314e-02   
Income_$35,000-$49,999                             -6.184922e-02   
Income_$50,000-$74,999                             -3.320629e-02   
Income_$75,000 or more                             -3.683957e-02   
Sex_Female                                          1.547344e-16   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                             1.547344e-16   

                                                            PC10  ...  PC49  \
HighBP                                             -4.936030e-01  ...   0.0   
HighChol                                            6.159718e-01  ...   0.0   
CholCheck                                          -1.178248e-03  ...   0.0   
Smoker                                             -9.697808e-02  ...   0.0   
Stroke                                             -2.739941e-03  ...   0.0   
HeartDiseaseorAttack                                3.292462e-02  ...   0.0   
PhysActivity                                        1.951049e-01  ...   0.0   
Fruits                                              2.604370e-03  ...   0.0   
Veggies                                             2.869849e-02  ...   0.0   
HvyAlcoholConsump                                  -2.051903e-03  ...   0.0   
AnyHealthcare                                       4.704764e-05  ...   0.0   
NoDocbcCost                                         6.736270e-03  ...   0.0   
DiffWalk                                           -6.233778e-02  ...   0.0   
BMI_Underweight                                     1.387779e-17  ...   0.0   
BMI_Healthy weight                                  1.387779e-17  ...   0.0   
BMI_Overweight                                     -4.042226e-16  ...   0.0   
BMI_Class 1 Obesity                                 3.621235e-17  ...   0.0   
BMI_Class 2 Obesity                                -0.000000e+00  ...   0.0   
BMI_Class 3 Obesity                                 2.775558e-17  ...   0.0   
GenHlth_Excellent                                   3.084901e-01  ...   0.0   
GenHlth_Very good                                  -2.461849e-01  ...   0.0   
GenHlth_Good                                       -2.140870e-01  ...   0.0   
GenHlth_Fair                                        1.403033e-01  ...   0.0   
GenHlth_Poor                                        1.147849e-02  ...   0.0   
MentHlth_0                                          7.379220e-02  ...   0.0   
MentHlth_1-5                                       -7.570173e-02  ...   0.0   
MentHlth_6-10                                      -6.628638e-03  ...   0.0   
MentHlth_11-15                                      2.271550e-03  ...   0.0   
MentHlth_16-20                                      1.540429e-03  ...   0.0   
MentHlth_21-25                                     -1.798104e-04  ...   0.0   
MentHlth_26-30                                      4.906001e-03  ...   0.0   
PhysHlth_0                                         -7.929179e-02  ...   0.0   
PhysHlth_1-5                                        4.047075e-02  ...   0.0   
PhysHlth_6-10                                      -7.891126e-03  ...   0.0   
PhysHlth_11-15                                      5.792380e-03  ...   0.0   
PhysHlth_16-20                                      4.138738e-03  ...   0.0   
PhysHlth_21-25                                      2.187191e-03  ...   0.0   
PhysHlth_26-30                                      3.459385e-02  ...   0.0   
Education_Never attended school or only kinderg...  2.869155e-04  ...   0.0   
Education_Elementary                                2.376301e-03  ...   0.0   
Education_Some high school                         -2.480519e-02  ...   0.0   
Education_High school graduate                      1.291124e-01  ...   0.0   
Education_Some college or technical school          4.335986e-02  ...   0.0   
Education_College graduate                         -1.503303e-01  ...   0.0   
Income_Less than $10,000                            1.095849e-02  ...   0.0   
Income_$10,000-$14,999                              5.711868e-03  ...   0.0   
Income_$15,000-$19,999                              2.621555e-03  ...   0.0   
Income_$20,000-$24,999                              2.743927e-02  ...   0.0   
Income_$25,000-$34,999                             -3.086251e-03  ...   0.0   
Income_$35,000-$49,999                             -1.616247e-01  ...   0.0   
Income_$50,000-$74,999                              4.600531e-03  ...   0.0   
Income_$75,000 or more                              1.133792e-01  ...   0.0   
Sex_Female                                         -3.384989e-16  ...   0.0   
Sex_Male                                           -0.000000e+00  ...   0.0   
Age_18-29                                          -0.000000e+00  ...   0.0   
Age_30-49                                          -0.000000e+00  ...   1.0   
Age_50-64                                          -0.000000e+00  ...   0.0   
Age_65+                                            -3.384989e-16  ...   0.0   

                                                    PC50          PC51  \
HighBP                                               0.0 -0.000000e+00   
HighChol                                             0.0 -7.385856e-17   
CholCheck                                            0.0 -1.022496e-15   
Smoker                                               0.0 -2.485508e-17   
Stroke                                               0.0  2.813262e-16   
HeartDiseaseorAttack                                 0.0 -1.061762e-16   
PhysActivity                                         0.0 -4.902198e-17   
Fruits                                               0.0  7.357491e-17   
Veggies                                              0.0 -1.014833e-16   
HvyAlcoholConsump                                    0.0 -2.587577e-16   
AnyHealthcare                                        0.0 -3.530361e-15   
NoDocbcCost                                          0.0 -1.230686e-16   
DiffWalk                                             0.0  9.315101e-17   
BMI_Underweight                                      0.0  4.474434e-02   
BMI_Healthy weight                                   0.0  4.914471e-01   
BMI_Overweight                                       0.0 -2.747422e-01   
BMI_Class 1 Obesity                                  0.0  3.490365e-01   
BMI_Class 2 Obesity                                  0.0  1.921912e-01   
BMI_Class 3 Obesity                                  0.0 -1.577868e-01   
GenHlth_Excellent                                    0.0 -1.583679e-01   
GenHlth_Very good                                    0.0 -1.583679e-01   
GenHlth_Good                                         0.0 -1.583679e-01   
GenHlth_Fair                                         0.0 -1.583679e-01   
GenHlth_Poor                                         0.0 -1.583679e-01   
MentHlth_0                                           0.0  4.277901e-02   
MentHlth_1-5                                         0.0  4.277901e-02   
MentHlth_6-10                                        0.0  4.277901e-02   
MentHlth_11-15                                       0.0  4.277901e-02   
MentHlth_16-20                                       0.0  4.277901e-02   
MentHlth_21-25                                       0.0  4.277901e-02   
MentHlth_26-30                                       0.0  4.277901e-02   
PhysHlth_0                                           0.0  1.762053e-02   
PhysHlth_1-5                                         0.0  1.762053e-02   
PhysHlth_6-10                                        0.0  1.762053e-02   
PhysHlth_11-15                                       0.0  1.762053e-02   
PhysHlth_16-20                                       0.0  1.762053e-02   
PhysHlth_21-25                                       0.0  1.762053e-02   
PhysHlth_26-30                                       0.0  1.762053e-02   
Education_Never attended school or only kinderg...   0.0  2.340763e-01   
Education_Elementary                                 0.0  2.340763e-01   
Education_Some high school                           0.0  2.340763e-01   
Education_High school graduate                       0.0  2.340763e-01   
Education_Some college or technical school           0.0  2.340763e-01   
Education_College graduate                           0.0  2.340763e-01   
Income_Less than $10,000                             0.0 -5.887453e-02   
Income_$10,000-$14,999                               0.0 -5.887453e-02   
Income_$15,000-$19,999                               0.0 -5.887453e-02   
Income_$20,000-$24,999                               0.0 -5.887453e-02   
Income_$25,000-$34,999                               0.0 -5.887453e-02   
Income_$35,000-$49,999                               0.0 -5.887453e-02   
Income_$50,000-$74,999                               0.0 -5.887453e-02   
Income_$75,000 or more                               0.0 -5.887453e-02   
Sex_Female                                           0.0  1.529641e-02   
Sex_Male                                             0.0 -0.000000e+00   
Age_18-29                                            1.0 -0.000000e+00   
Age_30-49                                            0.0 -0.000000e+00   
Age_50-64                                            0.0 -0.000000e+00   
Age_65+                                              0.0  1.529641e-02   

                                                            PC52  \
HighBP                                              0.000000e+00   
HighChol                                            8.440978e-17   
CholCheck                                           6.926411e-16   
Smoker                                              2.771273e-17   
Stroke                                              2.946886e-17   
HeartDiseaseorAttack                                9.006024e-17   
PhysActivity                                       -1.584678e-17   
Fruits                                              1.751746e-16   
Veggies                                            -2.845782e-17   
HvyAlcoholConsump                                  -7.045866e-18   
AnyHealthcare                                       1.188571e-15   
NoDocbcCost                                         1.066713e-15   
DiffWalk                                           -1.918692e-16   
BMI_Underweight                                    -1.438741e-01   
BMI_Healthy weight                                 -1.708180e-01   
BMI_Overweight                                      3.946182e-01   
BMI_Class 1 Obesity                                 5.597327e-01   
BMI_Class 2 Obesity                                -2.618730e-01   
BMI_Class 3 Obesity                                -2.885263e-02   
GenHlth_Excellent                                   8.531489e-02   
GenHlth_Very good                                   8.531489e-02   
GenHlth_Good                                        8.531489e-02   
GenHlth_Fair                                        8.531489e-02   
GenHlth_Poor                                        8.531489e-02   
MentHlth_0                                         -2.263874e-02   
MentHlth_1-5                                       -2.263874e-02   
MentHlth_6-10                                      -2.263874e-02   
MentHlth_11-15                                     -2.263874e-02   
MentHlth_16-20                                     -2.263874e-02   
MentHlth_21-25                                     -2.263874e-02   
MentHlth_26-30                                     -2.263874e-02   
PhysHlth_0                                         -7.619825e-02   
PhysHlth_1-5                                       -7.619825e-02   
PhysHlth_6-10                                      -7.619825e-02   
PhysHlth_11-15                                     -7.619825e-02   
PhysHlth_16-20                                     -7.619825e-02   
PhysHlth_21-25                                     -7.619825e-02   
PhysHlth_26-30                                     -7.619825e-02   
Education_Never attended school or only kinderg...  2.749451e-02   
Education_Elementary                                2.749451e-02   
Education_Some high school                          2.749451e-02   
Education_High school graduate                      2.749451e-02   
Education_Some college or technical school          2.749451e-02   
Education_College graduate                          2.749451e-02   
Income_Less than $10,000                           -2.017246e-01   
Income_$10,000-$14,999                             -2.017246e-01   
Income_$15,000-$19,999                             -2.017246e-01   
Income_$20,000-$24,999                             -2.017246e-01   
Income_$25,000-$34,999                             -2.017246e-01   
Income_$35,000-$49,999                             -2.017246e-01   
Income_$50,000-$74,999                             -2.017246e-01   
Income_$75,000 or more                             -2.017246e-01   
Sex_Female                                         -2.219650e-02   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                            -2.219649e-02   

                                                            PC53  \
HighBP                                              0.000000e+00   
HighChol                                           -2.321269e-16   
CholCheck                                           7.176540e-16   
Smoker                                              1.601705e-17   
Stroke                                             -1.305782e-16   
HeartDiseaseorAttack                                6.337761e-17   
PhysActivity                                       -2.273993e-17   
Fruits                                              7.248676e-17   
Veggies                                            -1.849853e-16   
HvyAlcoholConsump                                   6.194406e-17   
AnyHealthcare                                      -4.181172e-15   
NoDocbcCost                                         7.330500e-17   
DiffWalk                                           -1.064425e-16   
BMI_Underweight                                    -1.136179e-02   
BMI_Healthy weight                                 -1.113533e-01   
BMI_Overweight                                      1.427718e-01   
BMI_Class 1 Obesity                                 2.712423e-01   
BMI_Class 2 Obesity                                 1.929621e-01   
BMI_Class 3 Obesity                                 5.695416e-01   
GenHlth_Excellent                                   5.351176e-02   
GenHlth_Very good                                   5.351176e-02   
GenHlth_Good                                        5.351176e-02   
GenHlth_Fair                                        5.351176e-02   
GenHlth_Poor                                        5.351176e-02   
MentHlth_0                                          6.599676e-02   
MentHlth_1-5                                        6.599676e-02   
MentHlth_6-10                                       6.599676e-02   
MentHlth_11-15                                      6.599676e-02   
MentHlth_16-20                                      6.599676e-02   
MentHlth_21-25                                      6.599676e-02   
MentHlth_26-30                                      6.599676e-02   
PhysHlth_0                                          2.828560e-02   
PhysHlth_1-5                                        2.828560e-02   
PhysHlth_6-10                                       2.828560e-02   
PhysHlth_11-15                                      2.828560e-02   
PhysHlth_16-20                                      2.828560e-02   
PhysHlth_21-25                                      2.828560e-02   
PhysHlth_26-30                                      2.828560e-02   
Education_Never attended school or only kinderg...  9.968655e-02   
Education_Elementary                                9.968655e-02   
Education_Some high school                          9.968655e-02   
Education_High school graduate                      9.968655e-02   
Education_Some college or technical school          9.968655e-02   
Education_College graduate                          9.968655e-02   
Income_Less than $10,000                            1.195857e-01   
Income_$10,000-$14,999                              1.195857e-01   
Income_$15,000-$19,999                              1.195857e-01   
Income_$20,000-$24,999                              1.195857e-01   
Income_$25,000-$34,999                              1.195857e-01   
Income_$35,000-$49,999                              1.195857e-01   
Income_$50,000-$74,999                              1.195857e-01   
Income_$75,000 or more                              1.195857e-01   
Sex_Female                                         -3.920879e-01   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                            -3.920879e-01   

                                                            PC54  \
HighBP                                              0.000000e+00   
HighChol                                            1.055122e-17   
CholCheck                                           1.981173e-15   
Smoker                                              2.032007e-16   
Stroke                                             -4.589487e-16   
HeartDiseaseorAttack                                1.133699e-16   
PhysActivity                                       -9.579338e-17   
Fruits                                             -3.855959e-18   
Veggies                                            -7.092130e-17   
HvyAlcoholConsump                                   9.838790e-17   
AnyHealthcare                                      -1.265055e-15   
NoDocbcCost                                        -1.602573e-16   
DiffWalk                                            5.578743e-17   
BMI_Underweight                                    -1.711180e-02   
BMI_Healthy weight                                  1.589292e-01   
BMI_Overweight                                     -6.230414e-02   
BMI_Class 1 Obesity                                -3.266838e-01   
BMI_Class 2 Obesity                                 4.312833e-01   
BMI_Class 3 Obesity                                 2.557470e-01   
GenHlth_Excellent                                   2.443790e-01   
GenHlth_Very good                                   2.443790e-01   
GenHlth_Good                                        2.443790e-01   
GenHlth_Fair                                        2.443790e-01   
GenHlth_Poor                                        2.443790e-01   
MentHlth_0                                         -9.423950e-02   
MentHlth_1-5                                       -9.423950e-02   
MentHlth_6-10                                      -9.423950e-02   
MentHlth_11-15                                     -9.423950e-02   
MentHlth_16-20                                     -9.423950e-02   
MentHlth_21-25                                     -9.423950e-02   
MentHlth_26-30                                     -9.423950e-02   
PhysHlth_0                                         -9.677577e-02   
PhysHlth_1-5                                       -9.677577e-02   
PhysHlth_6-10                                      -9.677577e-02   
PhysHlth_11-15                                     -9.677577e-02   
PhysHlth_16-20                                     -9.677577e-02   
PhysHlth_21-25                                     -9.677577e-02   
PhysHlth_26-30                                     -9.677577e-02   
Education_Never attended school or only kinderg...  1.127970e-01   
Education_Elementary                                1.127970e-01   
Education_Some high school                          1.127970e-01   
Education_High school graduate                      1.127970e-01   
Education_Some college or technical school          1.127970e-01   
Education_College graduate                          1.127970e-01   
Income_Less than $10,000                           -1.039952e-01   
Income_$10,000-$14,999                             -1.039952e-01   
Income_$15,000-$19,999                             -1.039952e-01   
Income_$20,000-$24,999                             -1.039952e-01   
Income_$25,000-$34,999                             -1.039952e-01   
Income_$35,000-$49,999                             -1.039952e-01   
Income_$50,000-$74,999                             -1.039952e-01   
Income_$75,000 or more                             -1.039952e-01   
Sex_Female                                          1.078004e-01   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             1.078004e-01   

                                                            PC55  \
HighBP                                             -0.000000e+00   
HighChol                                           -0.000000e+00   
CholCheck                                          -1.050468e-16   
Smoker                                             -5.029541e-17   
Stroke                                              3.968689e-17   
HeartDiseaseorAttack                                8.403733e-17   
PhysActivity                                       -7.591008e-17   
Fruits                                             -5.993933e-17   
Veggies                                            -2.249238e-17   
HvyAlcoholConsump                                   2.998307e-16   
AnyHealthcare                                      -3.578405e-17   
NoDocbcCost                                         1.330065e-16   
DiffWalk                                            1.836374e-17   
BMI_Underweight                                     3.660875e-01   
BMI_Healthy weight                                 -8.629931e-02   
BMI_Overweight                                     -2.769389e-01   
BMI_Class 1 Obesity                                -8.217982e-02   
BMI_Class 2 Obesity                                -5.262856e-01   
BMI_Class 3 Obesity                                 5.895555e-01   
GenHlth_Excellent                                  -7.584385e-02   
GenHlth_Very good                                  -7.584385e-02   
GenHlth_Good                                       -7.584385e-02   
GenHlth_Fair                                       -7.584385e-02   
GenHlth_Poor                                       -7.584385e-02   
MentHlth_0                                          9.979698e-03   
MentHlth_1-5                                        9.979698e-03   
MentHlth_6-10                                       9.979698e-03   
MentHlth_11-15                                      9.979698e-03   
MentHlth_16-20                                      9.979698e-03   
MentHlth_21-25                                      9.979698e-03   
MentHlth_26-30                                      9.979698e-03   
PhysHlth_0                                         -4.283581e-02   
PhysHlth_1-5                                       -4.283581e-02   
PhysHlth_6-10                                      -4.283581e-02   
PhysHlth_11-15                                     -4.283581e-02   
PhysHlth_16-20                                     -4.283581e-02   
PhysHlth_21-25                                     -4.283581e-02   
PhysHlth_26-30                                     -4.283581e-02   
Education_Never attended school or only kinderg...  6.104131e-02   
Education_Elementary                                6.104131e-02   
Education_Some high school                          6.104131e-02   
Education_High school graduate                      6.104131e-02   
Education_Some college or technical school          6.104131e-02   
Education_College graduate                          6.104131e-02   
Income_Less than $10,000                           -5.047294e-02   
Income_$10,000-$14,999                             -5.047294e-02   
Income_$15,000-$19,999                             -5.047294e-02   
Income_$20,000-$24,999                             -5.047294e-02   
Income_$25,000-$34,999                             -5.047294e-02   
Income_$35,000-$49,999                             -5.047294e-02   
Income_$50,000-$74,999                             -5.047294e-02   
Income_$75,000 or more                             -5.047294e-02   
Sex_Female                                          1.809587e-01   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                             1.809587e-01   

                                                            PC56  \
HighBP                                              0.000000e+00   
HighChol                                           -7.649636e-17   
CholCheck                                          -1.671886e-16   
Smoker                                              1.890557e-17   
Stroke                                             -3.339464e-16   
HeartDiseaseorAttack                                1.259193e-16   
PhysActivity                                       -5.780830e-17   
Fruits                                              5.969681e-18   
Veggies                                            -2.222705e-17   
HvyAlcoholConsump                                   8.952799e-17   
AnyHealthcare                                      -3.005399e-15   
NoDocbcCost                                        -5.156783e-16   
DiffWalk                                            5.284133e-17   
BMI_Underweight                                     4.226647e-01   
BMI_Healthy weight                                  3.579093e-01   
BMI_Overweight                                      3.530742e-01   
BMI_Class 1 Obesity                                -3.725456e-01   
BMI_Class 2 Obesity                                -3.014170e-01   
BMI_Class 3 Obesity                                -1.801854e-01   
GenHlth_Excellent                                   6.913670e-02   
GenHlth_Very good                                   6.913670e-02   
GenHlth_Good                                        6.913670e-02   
GenHlth_Fair                                        6.913670e-02   
GenHlth_Poor                                        6.913670e-02   
MentHlth_0                                          4.454600e-02   
MentHlth_1-5                                        4.454600e-02   
MentHlth_6-10                                       4.454600e-02   
MentHlth_11-15                                      4.454600e-02   
MentHlth_16-20                                      4.454600e-02   
MentHlth_21-25                                      4.454600e-02   
MentHlth_26-30                                      4.454600e-02   
PhysHlth_0                                          7.824564e-02   
PhysHlth_1-5                                        7.824564e-02   
PhysHlth_6-10                                       7.824564e-02   
PhysHlth_11-15                                      7.824564e-02   
PhysHlth_16-20                                      7.824564e-02   
PhysHlth_21-25                                      7.824564e-02   
PhysHlth_26-30                                      7.824564e-02   
Education_Never attended school or only kinderg...  5.128052e-02   
Education_Elementary                                5.128052e-02   
Education_Some high school                          5.128052e-02   
Education_High school graduate                      5.128052e-02   
Education_Some college or technical school          5.128052e-02   
Education_College graduate                          5.128052e-02   
Income_Less than $10,000                           -6.486024e-02   
Income_$10,000-$14,999                             -6.486024e-02   
Income_$15,000-$19,999                             -6.486024e-02   
Income_$20,000-$24,999                             -6.486024e-02   
Income_$25,000-$34,999                             -6.486024e-02   
Income_$35,000-$49,999                             -6.486024e-02   
Income_$50,000-$74,999                             -6.486024e-02   
Income_$75,000 or more                             -6.486024e-02   
Sex_Female                                         -2.969894e-01   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                            -2.969894e-01   

                                                            PC57          PC58  
HighBP                                              0.000000e+00 -0.000000e+00  
HighChol                                            2.743318e-16 -7.715582e-17  
CholCheck                                          -6.902254e-16  1.400991e-15  
Smoker                                             -1.290917e-16  7.132489e-17  
Stroke                                             -8.463767e-17  1.092436e-16  
HeartDiseaseorAttack                                1.897150e-16  5.770747e-17  
PhysActivity                                       -4.538536e-18 -1.098295e-17  
Fruits                                             -2.895626e-16  9.373961e-19  
Veggies                                             2.799123e-16 -1.094626e-16  
HvyAlcoholConsump                                  -3.860513e-16  4.971226e-17  
AnyHealthcare                                       3.893686e-15 -2.969208e-15  
NoDocbcCost                                        -2.106470e-16 -5.023955e-16  
DiffWalk                                           -1.947044e-16 -1.119922e-16  
BMI_Underweight                                     3.365972e-01  7.311956e-01  
BMI_Healthy weight                                  4.697579e-02 -3.599889e-01  
BMI_Overweight                                      5.464947e-01 -2.146469e-01  
BMI_Class 1 Obesity                                -2.323411e-02  2.911664e-01  
BMI_Class 2 Obesity                                 3.155720e-01  2.492089e-01  
BMI_Class 3 Obesity                                 1.309325e-01 -2.646836e-01  
GenHlth_Excellent                                  -2.279799e-01  1.158775e-01  
GenHlth_Very good                                  -2.279799e-01  1.158775e-01  
GenHlth_Good                                       -2.279799e-01  1.158775e-01  
GenHlth_Fair                                       -2.279799e-01  1.158775e-01  
GenHlth_Poor                                       -2.279799e-01  1.158775e-01  
MentHlth_0                                         -1.216042e-01  1.401149e-02  
MentHlth_1-5                                       -1.216042e-01  1.401149e-02  
MentHlth_6-10                                      -1.216042e-01  1.401149e-02  
MentHlth_11-15                                     -1.216042e-01  1.401149e-02  
MentHlth_16-20                                     -1.216042e-01  1.401149e-02  
MentHlth_21-25                                     -1.216042e-01  1.401149e-02  
MentHlth_26-30                                     -1.216042e-01  1.401149e-02  
PhysHlth_0                                         -1.100181e-01  1.580868e-02  
PhysHlth_1-5                                       -1.100181e-01  1.580868e-02  
PhysHlth_6-10                                      -1.100181e-01  1.580868e-02  
PhysHlth_11-15                                     -1.100181e-01  1.580868e-02  
PhysHlth_16-20                                     -1.100181e-01  1.580868e-02  
PhysHlth_21-25                                     -1.100181e-01  1.580868e-02  
PhysHlth_26-30                                     -1.100181e-01  1.580868e-02  
Education_Never attended school or only kinderg... -3.090672e-02 -1.243716e-02  
Education_Elementary                               -3.090672e-02 -1.243716e-02  
Education_Some high school                         -3.090672e-02 -1.243716e-02  
Education_High school graduate                     -3.090672e-02 -1.243716e-02  
Education_Some college or technical school         -3.090672e-02 -1.243716e-02  
Education_College graduate                         -3.090672e-02 -1.243716e-02  
Income_Less than $10,000                            1.983458e-02  7.832992e-03  
Income_$10,000-$14,999                              1.983458e-02  7.832992e-03  
Income_$15,000-$19,999                              1.983458e-02  7.832992e-03  
Income_$20,000-$24,999                              1.983458e-02  7.832992e-03  
Income_$25,000-$34,999                              1.983458e-02  7.832992e-03  
Income_$35,000-$49,999                              1.983458e-02  7.832992e-03  
Income_$50,000-$74,999                              1.983458e-02  7.832992e-03  
Income_$75,000 or more                              1.983458e-02  7.832992e-03  
Sex_Female                                          7.608156e-02  2.309539e-02  
Sex_Male                                            0.000000e+00 -0.000000e+00  
Age_18-29                                           0.000000e+00 -0.000000e+00  
Age_30-49                                           0.000000e+00 -0.000000e+00  
Age_50-64                                           0.000000e+00 -0.000000e+00  
Age_65+                                             7.608156e-02  2.309539e-02  

[58 rows x 58 columns]

PCA Results for Subset_42:
        PC1       PC2       PC3       PC4       PC5       PC6       PC7  \
0  0.758947  0.363779 -0.303005 -0.017518  0.169020 -0.563264  0.293095   
1 -0.752489  0.858557  0.558722 -0.132226  0.514891  0.554804 -0.377950   
2 -0.852851  0.777438 -0.163566 -0.506575  0.368730  0.138740  0.673914   
3  0.492538  0.374329  0.267781  0.731584 -0.441597 -0.428099  0.527642   
4 -1.431597  0.339445 -0.459475 -0.392886  0.194924  0.722092  0.402757   

        PC8       PC9      PC10  ...  PC49  PC50          PC51          PC52  \
0  0.066132  0.144310 -0.780796  ...   0.0   0.0  1.665335e-16 -5.551115e-17   
1  0.191307 -0.065003  0.048335  ...   0.0   0.0 -5.551115e-17 -5.551115e-17   
2 -0.526894 -0.038500  0.115534  ...   0.0   0.0  4.163336e-16 -3.885781e-16   
3 -0.139711  0.539076  0.031108  ...   0.0   0.0  5.551115e-17  1.110223e-16   
4  0.286469 -0.062395  0.162156  ...   0.0   0.0 -4.440892e-16  2.498002e-16   

           PC53          PC54          PC55          PC56          PC57  \
0  1.110223e-16 -5.551115e-17 -1.665335e-16 -1.110223e-16  5.551115e-17   
1 -3.330669e-16  5.551115e-17  0.000000e+00  1.110223e-16  5.551115e-17   
2 -1.110223e-16  1.110223e-16  2.220446e-16  1.110223e-16 -2.220446e-16   
3  0.000000e+00 -1.665335e-16  0.000000e+00  2.220446e-16 -1.110223e-16   
4 -2.220446e-16  2.220446e-16  2.220446e-16  2.220446e-16  8.881784e-16   

           PC58  
0 -2.636780e-16  
1 -8.326673e-17  
2 -3.191891e-16  
3  1.387779e-16  
4 -2.359224e-16  

[5 rows x 58 columns]
No description has been provided for this image
For Subset_42, retain 24 components to explain 90% of the variance.


Explained Variance for Subset_43:
[1.11745912e-01 7.59903804e-02 6.81483070e-02 5.63693465e-02
 5.51305616e-02 5.13204244e-02 4.66975480e-02 4.44047973e-02
 4.32197164e-02 3.75041405e-02 3.69661472e-02 3.57863886e-02
 3.51368126e-02 3.26821326e-02 3.05842104e-02 2.88482351e-02
 2.56860509e-02 2.18619774e-02 1.95731030e-02 1.80809762e-02
 1.40873110e-02 1.28646260e-02 1.25352299e-02 9.50438947e-03
 9.33627861e-03 8.50942136e-03 7.80134742e-03 7.45903007e-03
 7.19061094e-03 5.91670399e-03 5.77307705e-03 5.24008344e-03
 3.57200956e-03 3.07077610e-03 2.94784330e-03 2.25284094e-03
 2.01404920e-03 1.88361469e-03 1.40022080e-03 7.67266904e-04
 1.36100731e-04 1.25116190e-17 1.02369012e-17 6.06668398e-18
 3.83136017e-18 2.69208363e-18 7.41924558e-19 2.21064736e-32
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00]

Cumulative Variance for Subset_43:
[0.11174591 0.18773629 0.2558846  0.31225395 0.36738451 0.41870493
 0.46540248 0.50980728 0.55302699 0.59053113 0.62749728 0.66328367
 0.69842048 0.73110262 0.76168683 0.79053506 0.81622111 0.83808309
 0.85765619 0.87573717 0.88982448 0.90268911 0.91522434 0.92472872
 0.934065   0.94257442 0.95037577 0.9578348  0.96502541 0.97094212
 0.97671519 0.98195528 0.98552729 0.98859806 0.99154591 0.99379875
 0.9958128  0.99769641 0.99909663 0.9998639  1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.        ]

Loadings for Subset_43:
                                                             PC1  \
HighBP                                             -1.411508e-01   
HighChol                                           -9.902925e-02   
CholCheck                                          -1.735962e-03   
Smoker                                             -2.000101e-01   
Stroke                                             -6.312368e-02   
HeartDiseaseorAttack                               -1.892602e-01   
PhysActivity                                        2.058792e-01   
Fruits                                              1.318606e-01   
Veggies                                             1.329497e-01   
HvyAlcoholConsump                                   5.590415e-03   
AnyHealthcare                                       6.897112e-03   
NoDocbcCost                                        -2.881088e-02   
DiffWalk                                           -2.865449e-01   
BMI_Underweight                                    -6.617445e-24   
BMI_Healthy weight                                  8.271806e-25   
BMI_Overweight                                      0.000000e+00   
BMI_Class 1 Obesity                                -5.048696e-17   
BMI_Class 2 Obesity                                 3.231174e-27   
BMI_Class 3 Obesity                                 1.615587e-27   
GenHlth_Excellent                                   8.612196e-02   
GenHlth_Very good                                   3.026217e-01   
GenHlth_Good                                       -8.492926e-02   
GenHlth_Fair                                       -2.135651e-01   
GenHlth_Poor                                       -9.024933e-02   
MentHlth_0                                          1.556504e-01   
MentHlth_1-5                                       -5.709232e-02   
MentHlth_6-10                                      -2.409740e-02   
MentHlth_11-15                                     -2.361892e-02   
MentHlth_16-20                                     -8.056169e-03   
MentHlth_21-25                                     -4.819635e-03   
MentHlth_26-30                                     -3.796601e-02   
PhysHlth_0                                          3.441526e-01   
PhysHlth_1-5                                       -8.431227e-02   
PhysHlth_6-10                                      -4.365397e-02   
PhysHlth_11-15                                     -3.371849e-02   
PhysHlth_16-20                                     -1.627951e-02   
PhysHlth_21-25                                     -8.358997e-03   
PhysHlth_26-30                                     -1.578294e-01   
Education_Never attended school or only kinderg... -2.355882e-04   
Education_Elementary                               -2.121214e-02   
Education_Some high school                         -3.819047e-02   
Education_High school graduate                     -2.380029e-01   
Education_Some college or technical school         -1.231465e-01   
Education_College graduate                          4.207876e-01   
Income_Less than $10,000                           -1.413150e-02   
Income_$10,000-$14,999                             -3.309983e-02   
Income_$15,000-$19,999                             -5.098861e-02   
Income_$20,000-$24,999                             -7.588750e-02   
Income_$25,000-$34,999                             -8.303305e-02   
Income_$35,000-$49,999                             -9.000319e-02   
Income_$50,000-$74,999                              1.490353e-02   
Income_$75,000 or more                              3.322401e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                           -5.048696e-17   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                            -5.048696e-17   

                                                             PC2  \
HighBP                                             -1.077108e-01   
HighChol                                           -1.811238e-01   
CholCheck                                          -5.916220e-03   
Smoker                                              9.770068e-02   
Stroke                                             -4.189785e-02   
HeartDiseaseorAttack                               -1.437515e-01   
PhysActivity                                        1.912180e-02   
Fruits                                             -9.556069e-02   
Veggies                                            -7.590256e-02   
HvyAlcoholConsump                                   3.414539e-03   
AnyHealthcare                                      -3.102767e-03   
NoDocbcCost                                        -1.608415e-02   
DiffWalk                                           -2.295894e-01   
BMI_Underweight                                    -5.421011e-20   
BMI_Healthy weight                                  0.000000e+00   
BMI_Overweight                                     -3.388132e-21   
BMI_Class 1 Obesity                                 4.532773e-18   
BMI_Class 2 Obesity                                 2.117582e-22   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                   3.105331e-02   
GenHlth_Very good                                   7.610962e-02   
GenHlth_Good                                        1.317490e-01   
GenHlth_Fair                                       -1.652481e-01   
GenHlth_Poor                                       -7.366387e-02   
MentHlth_0                                          1.771534e-01   
MentHlth_1-5                                       -9.269974e-02   
MentHlth_6-10                                      -2.049027e-02   
MentHlth_11-15                                     -1.893943e-02   
MentHlth_16-20                                     -5.784015e-03   
MentHlth_21-25                                     -4.320017e-03   
MentHlth_26-30                                     -3.491988e-02   
PhysHlth_0                                          4.874861e-01   
PhysHlth_1-5                                       -2.223747e-01   
PhysHlth_6-10                                      -5.556160e-02   
PhysHlth_11-15                                     -3.006701e-02   
PhysHlth_16-20                                     -1.519709e-02   
PhysHlth_21-25                                     -9.985094e-03   
PhysHlth_26-30                                     -1.543007e-01   
Education_Never attended school or only kinderg... -9.633735e-06   
Education_Elementary                               -4.589646e-04   
Education_Some high school                          5.768588e-03   
Education_High school graduate                      2.522406e-01   
Education_Some college or technical school          2.243721e-01   
Education_College graduate                         -4.819127e-01   
Income_Less than $10,000                           -3.948706e-03   
Income_$10,000-$14,999                              3.518660e-03   
Income_$15,000-$19,999                              4.443987e-03   
Income_$20,000-$24,999                              1.787077e-02   
Income_$25,000-$34,999                              6.510804e-02   
Income_$35,000-$49,999                              1.313265e-01   
Income_$50,000-$74,999                              4.787213e-02   
Income_$75,000 or more                             -2.661914e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            4.531439e-18   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             4.531439e-18   

                                                             PC3  \
HighBP                                              1.342378e-01   
HighChol                                            1.767791e-01   
CholCheck                                           8.268649e-03   
Smoker                                             -2.768510e-02   
Stroke                                              2.149905e-03   
HeartDiseaseorAttack                                8.793141e-02   
PhysActivity                                        9.873319e-02   
Fruits                                              1.745824e-02   
Veggies                                             2.867826e-02   
HvyAlcoholConsump                                   3.311484e-03   
AnyHealthcare                                       4.898400e-03   
NoDocbcCost                                        -8.446948e-03   
DiffWalk                                           -7.524406e-02   
BMI_Underweight                                     4.336809e-19   
BMI_Healthy weight                                  1.084202e-19   
BMI_Overweight                                     -5.421011e-20   
BMI_Class 1 Obesity                                 2.237097e-17   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                -3.388132e-21   
GenHlth_Excellent                                  -2.440252e-02   
GenHlth_Very good                                  -4.981989e-01   
GenHlth_Good                                        7.582901e-01   
GenHlth_Fair                                       -1.834534e-01   
GenHlth_Poor                                       -5.223528e-02   
MentHlth_0                                          5.192653e-02   
MentHlth_1-5                                       -1.484088e-02   
MentHlth_6-10                                      -7.097326e-03   
MentHlth_11-15                                     -6.741482e-03   
MentHlth_16-20                                     -1.643476e-03   
MentHlth_21-25                                     -2.855493e-03   
MentHlth_26-30                                     -1.874787e-02   
PhysHlth_0                                          9.564031e-02   
PhysHlth_1-5                                        1.567886e-02   
PhysHlth_6-10                                      -1.525253e-03   
PhysHlth_11-15                                     -8.328073e-03   
PhysHlth_16-20                                     -7.829163e-03   
PhysHlth_21-25                                     -2.040419e-03   
PhysHlth_26-30                                     -9.159626e-02   
Education_Never attended school or only kinderg... -9.741458e-04   
Education_Elementary                               -9.230347e-03   
Education_Some high school                         -7.846459e-03   
Education_High school graduate                     -1.303425e-01   
Education_Some college or technical school          2.448521e-03   
Education_College graduate                          1.459449e-01   
Income_Less than $10,000                           -4.655217e-03   
Income_$10,000-$14,999                             -1.203100e-02   
Income_$15,000-$19,999                             -1.851289e-02   
Income_$20,000-$24,999                             -2.030200e-02   
Income_$25,000-$34,999                             -2.923951e-02   
Income_$35,000-$49,999                              1.609688e-02   
Income_$50,000-$74,999                              9.821117e-03   
Income_$75,000 or more                              5.882263e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                            2.237022e-17   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             2.237022e-17   

                                                             PC4  \
HighBP                                              4.085955e-01   
HighChol                                            6.587027e-01   
CholCheck                                           1.609441e-02   
Smoker                                              2.480817e-01   
Stroke                                              2.893837e-02   
HeartDiseaseorAttack                                2.329022e-01   
PhysActivity                                        1.363595e-01   
Fruits                                              1.172887e-01   
Veggies                                             1.160790e-01   
HvyAlcoholConsump                                   3.099627e-03   
AnyHealthcare                                       3.453908e-03   
NoDocbcCost                                        -5.693182e-03   
DiffWalk                                           -4.964901e-02   
BMI_Underweight                                     1.387779e-17   
BMI_Healthy weight                                  1.387779e-17   
BMI_Overweight                                     -3.469447e-18   
BMI_Class 1 Obesity                                 1.292410e-16   
BMI_Class 2 Obesity                                 5.204170e-18   
BMI_Class 3 Obesity                                -8.673617e-19   
GenHlth_Excellent                                  -8.857054e-02   
GenHlth_Very good                                   2.403712e-01   
GenHlth_Good                                       -1.593961e-01   
GenHlth_Fair                                        7.619676e-03   
GenHlth_Poor                                       -2.421908e-05   
MentHlth_0                                          5.058395e-02   
MentHlth_1-5                                       -4.018110e-02   
MentHlth_6-10                                      -6.025840e-03   
MentHlth_11-15                                     -1.413104e-03   
MentHlth_16-20                                     -2.324398e-03   
MentHlth_21-25                                      1.371752e-03   
MentHlth_26-30                                     -2.011254e-03   
PhysHlth_0                                          1.802573e-01   
PhysHlth_1-5                                       -1.203692e-01   
PhysHlth_6-10                                      -2.264547e-02   
PhysHlth_11-15                                     -8.673808e-03   
PhysHlth_16-20                                     -5.845980e-03   
PhysHlth_21-25                                     -2.969029e-03   
PhysHlth_26-30                                     -1.975378e-02   
Education_Never attended school or only kinderg... -9.105405e-04   
Education_Elementary                               -7.859095e-03   
Education_Some high school                         -1.072941e-02   
Education_High school graduate                     -1.437733e-01   
Education_Some college or technical school          2.333437e-01   
Education_College graduate                         -7.007131e-02   
Income_Less than $10,000                           -8.690226e-03   
Income_$10,000-$14,999                             -1.046797e-02   
Income_$15,000-$19,999                             -1.254117e-02   
Income_$20,000-$24,999                             -3.384805e-02   
Income_$25,000-$34,999                             -2.122224e-02   
Income_$35,000-$49,999                              1.976923e-03   
Income_$50,000-$74,999                              9.175877e-02   
Income_$75,000 or more                             -6.966033e-03   
Sex_Female                                         -0.000000e+00   
Sex_Male                                            1.296891e-16   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                             1.296891e-16   

                                                             PC5  \
HighBP                                             -1.445293e-01   
HighChol                                           -2.696390e-01   
CholCheck                                          -1.491381e-03   
Smoker                                              5.594103e-02   
Stroke                                             -3.010248e-03   
HeartDiseaseorAttack                               -4.665529e-02   
PhysActivity                                        1.995498e-01   
Fruits                                              5.691971e-01   
Veggies                                             3.194760e-01   
HvyAlcoholConsump                                  -1.537938e-02   
AnyHealthcare                                      -7.292085e-04   
NoDocbcCost                                        -2.042825e-03   
DiffWalk                                            4.268140e-02   
BMI_Underweight                                    -5.551115e-17   
BMI_Healthy weight                                  2.775558e-17   
BMI_Overweight                                      1.387779e-17   
BMI_Class 1 Obesity                                -1.118150e-16   
BMI_Class 2 Obesity                                 6.938894e-18   
BMI_Class 3 Obesity                                 6.938894e-18   
GenHlth_Excellent                                   2.731537e-02   
GenHlth_Very good                                  -5.125397e-02   
GenHlth_Good                                        2.621514e-02   
GenHlth_Fair                                        3.927169e-03   
GenHlth_Poor                                       -6.203716e-03   
MentHlth_0                                         -3.790361e-02   
MentHlth_1-5                                        3.184206e-02   
MentHlth_6-10                                       3.972816e-03   
MentHlth_11-15                                      1.762479e-04   
MentHlth_16-20                                     -2.133561e-04   
MentHlth_21-25                                     -1.243491e-03   
MentHlth_26-30                                      3.369334e-03   
PhysHlth_0                                         -1.904385e-01   
PhysHlth_1-5                                        1.322273e-01   
PhysHlth_6-10                                       2.147287e-02   
PhysHlth_11-15                                      1.404200e-02   
PhysHlth_16-20                                     -2.041781e-04   
PhysHlth_21-25                                     -6.447987e-04   
PhysHlth_26-30                                      2.354532e-02   
Education_Never attended school or only kinderg...  9.078348e-04   
Education_Elementary                               -6.332462e-03   
Education_Some high school                         -1.264082e-02   
Education_High school graduate                     -3.012146e-01   
Education_Some college or technical school          4.841136e-01   
Education_College graduate                         -1.648336e-01   
Income_Less than $10,000                           -4.932346e-03   
Income_$10,000-$14,999                             -2.425418e-03   
Income_$15,000-$19,999                             -1.470348e-02   
Income_$20,000-$24,999                             -1.977284e-02   
Income_$25,000-$34,999                             -5.503190e-03   
Income_$35,000-$49,999                              4.317422e-02   
Income_$50,000-$74,999                              9.315972e-02   
Income_$75,000 or more                             -8.899666e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -1.139899e-16   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -1.139899e-16   

                                                             PC6  \
HighBP                                              1.389462e-02   
HighChol                                            1.498557e-02   
CholCheck                                           1.842374e-03   
Smoker                                              1.390123e-01   
Stroke                                              1.430670e-02   
HeartDiseaseorAttack                                1.027739e-01   
PhysActivity                                        8.140865e-02   
Fruits                                              5.943415e-01   
Veggies                                             2.068653e-01   
HvyAlcoholConsump                                  -1.093904e-02   
AnyHealthcare                                       4.978999e-05   
NoDocbcCost                                        -6.262435e-04   
DiffWalk                                            2.427061e-02   
BMI_Underweight                                     7.632783e-17   
BMI_Healthy weight                                  2.775558e-17   
BMI_Overweight                                      5.551115e-17   
BMI_Class 1 Obesity                                 2.036374e-16   
BMI_Class 2 Obesity                                 1.110223e-16   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                   2.652940e-02   
GenHlth_Very good                                  -9.343694e-02   
GenHlth_Good                                       -1.404771e-02   
GenHlth_Fair                                        7.131736e-02   
GenHlth_Poor                                        9.637881e-03   
MentHlth_0                                          9.697978e-02   
MentHlth_1-5                                       -6.521856e-02   
MentHlth_6-10                                      -1.643234e-02   
MentHlth_11-15                                     -4.985248e-03   
MentHlth_16-20                                     -1.493546e-03   
MentHlth_21-25                                      9.163249e-04   
MentHlth_26-30                                     -9.766414e-03   
PhysHlth_0                                          8.382422e-02   
PhysHlth_1-5                                       -1.093860e-01   
PhysHlth_6-10                                       2.061883e-03   
PhysHlth_11-15                                     -3.732699e-03   
PhysHlth_16-20                                     -3.260074e-04   
PhysHlth_21-25                                     -2.273670e-03   
PhysHlth_26-30                                      2.983228e-02   
Education_Never attended school or only kinderg...  3.734350e-04   
Education_Elementary                               -5.446306e-03   
Education_Some high school                         -8.205840e-03   
Education_High school graduate                      4.747378e-01   
Education_Some college or technical school         -5.176024e-01   
Education_College graduate                          5.614340e-02   
Income_Less than $10,000                            5.455987e-04   
Income_$10,000-$14,999                              3.800833e-04   
Income_$15,000-$19,999                              1.278873e-02   
Income_$20,000-$24,999                              2.996709e-02   
Income_$25,000-$34,999                              3.725015e-02   
Income_$35,000-$49,999                              2.213681e-02   
Income_$50,000-$74,999                              2.771062e-02   
Income_$75,000 or more                             -1.307791e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                            1.014946e-16   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                             1.014946e-16   

                                                             PC7  \
HighBP                                             -8.621483e-02   
HighChol                                           -1.385173e-01   
CholCheck                                           6.160912e-04   
Smoker                                              4.149060e-01   
Stroke                                              2.556798e-02   
HeartDiseaseorAttack                                1.206633e-01   
PhysActivity                                       -1.831365e-01   
Fruits                                              2.624700e-02   
Veggies                                             5.798615e-02   
HvyAlcoholConsump                                   1.607426e-02   
AnyHealthcare                                      -3.428406e-03   
NoDocbcCost                                        -2.365735e-03   
DiffWalk                                            1.543612e-01   
BMI_Underweight                                     1.110223e-16   
BMI_Healthy weight                                 -5.551115e-17   
BMI_Overweight                                      1.110223e-16   
BMI_Class 1 Obesity                                -3.348448e-17   
BMI_Class 2 Obesity                                 2.775558e-17   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                   9.183362e-02   
GenHlth_Very good                                  -2.101313e-01   
GenHlth_Good                                       -6.068869e-02   
GenHlth_Fair                                        1.404136e-01   
GenHlth_Poor                                        3.857283e-02   
MentHlth_0                                          9.206422e-02   
MentHlth_1-5                                       -9.401544e-02   
MentHlth_6-10                                      -6.418486e-03   
MentHlth_11-15                                      3.768725e-03   
MentHlth_16-20                                     -6.563337e-04   
MentHlth_21-25                                     -1.354108e-03   
MentHlth_26-30                                      6.611426e-03   
PhysHlth_0                                          1.946937e-01   
PhysHlth_1-5                                       -2.531411e-01   
PhysHlth_6-10                                      -1.239277e-02   
PhysHlth_11-15                                     -2.846389e-03   
PhysHlth_16-20                                     -8.402886e-05   
PhysHlth_21-25                                     -1.112371e-03   
PhysHlth_26-30                                      7.488293e-02   
Education_Never attended school or only kinderg...  6.372959e-05   
Education_Elementary                                1.207601e-02   
Education_Some high school                          2.615979e-02   
Education_High school graduate                     -7.529972e-02   
Education_Some college or technical school          1.101554e-01   
Education_College graduate                         -7.315522e-02   
Income_Less than $10,000                            2.322756e-03   
Income_$10,000-$14,999                              1.015164e-02   
Income_$15,000-$19,999                              2.266554e-02   
Income_$20,000-$24,999                              2.170228e-02   
Income_$25,000-$34,999                              3.034140e-03   
Income_$35,000-$49,999                             -9.215865e-02   
Income_$50,000-$74,999                             -4.776073e-01   
Income_$75,000 or more                              5.098896e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -6.074894e-17   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -6.074894e-17   

                                                             PC8  \
HighBP                                             -1.463789e-01   
HighChol                                           -4.405192e-02   
CholCheck                                          -2.999610e-03   
Smoker                                              7.450618e-01   
Stroke                                             -3.665205e-02   
HeartDiseaseorAttack                               -9.955056e-02   
PhysActivity                                        2.846426e-01   
Fruits                                             -2.158737e-01   
Veggies                                             3.309870e-02   
HvyAlcoholConsump                                   3.721417e-02   
AnyHealthcare                                       3.390142e-03   
NoDocbcCost                                        -7.797826e-03   
DiffWalk                                           -2.110125e-01   
BMI_Underweight                                    -1.665335e-16   
BMI_Healthy weight                                  9.020562e-17   
BMI_Overweight                                     -5.551115e-17   
BMI_Class 1 Obesity                                 9.811971e-19   
BMI_Class 2 Obesity                                 2.775558e-17   
BMI_Class 3 Obesity                                 2.905662e-17   
GenHlth_Excellent                                  -3.862215e-02   
GenHlth_Very good                                   1.363222e-01   
GenHlth_Good                                        7.717073e-02   
GenHlth_Fair                                       -1.295469e-01   
GenHlth_Poor                                       -4.532392e-02   
MentHlth_0                                         -4.087105e-02   
MentHlth_1-5                                        4.905330e-02   
MentHlth_6-10                                       1.144851e-02   
MentHlth_11-15                                     -7.290485e-03   
MentHlth_16-20                                     -1.019200e-03   
MentHlth_21-25                                     -3.313322e-04   
MentHlth_26-30                                     -1.098975e-02   
PhysHlth_0                                         -2.268969e-01   
PhysHlth_1-5                                        2.986904e-01   
PhysHlth_6-10                                       2.192476e-02   
PhysHlth_11-15                                      8.183861e-03   
PhysHlth_16-20                                     -2.490833e-03   
PhysHlth_21-25                                     -1.890966e-03   
PhysHlth_26-30                                     -9.752041e-02   
Education_Never attended school or only kinderg... -4.306794e-04   
Education_Elementary                               -7.552531e-03   
Education_Some high school                         -2.203853e-03   
Education_High school graduate                      5.554893e-02   
Education_Some college or technical school         -1.342541e-01   
Education_College graduate                          8.889223e-02   
Income_Less than $10,000                           -4.863533e-03   
Income_$10,000-$14,999                             -2.628170e-03   
Income_$15,000-$19,999                             -2.874417e-02   
Income_$20,000-$24,999                             -9.528572e-03   
Income_$25,000-$34,999                             -3.389379e-02   
Income_$35,000-$49,999                              6.521395e-02   
Income_$50,000-$74,999                              9.163426e-03   
Income_$75,000 or more                              5.280852e-03   
Sex_Female                                          0.000000e+00   
Sex_Male                                           -5.401771e-17   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                            -5.401771e-17   

                                                             PC9  \
HighBP                                             -1.773712e-01   
HighChol                                           -1.427686e-01   
CholCheck                                          -4.249765e-03   
Smoker                                              3.047956e-01   
Stroke                                              3.392601e-02   
HeartDiseaseorAttack                                1.505241e-01   
PhysActivity                                       -2.260626e-01   
Fruits                                             -7.747778e-02   
Veggies                                            -5.203988e-02   
HvyAlcoholConsump                                  -5.513079e-03   
AnyHealthcare                                      -1.491009e-03   
NoDocbcCost                                         2.162307e-04   
DiffWalk                                            1.840411e-01   
BMI_Underweight                                     1.665335e-16   
BMI_Healthy weight                                 -5.551115e-17   
BMI_Overweight                                      5.551115e-17   
BMI_Class 1 Obesity                                -2.176013e-16   
BMI_Class 2 Obesity                                -1.110223e-16   
BMI_Class 3 Obesity                                -8.326673e-17   
GenHlth_Excellent                                   5.379419e-02   
GenHlth_Very good                                  -1.150746e-01   
GenHlth_Good                                       -5.390007e-02   
GenHlth_Fair                                        7.720311e-02   
GenHlth_Poor                                        3.797733e-02   
MentHlth_0                                          3.581787e-02   
MentHlth_1-5                                       -3.811941e-02   
MentHlth_6-10                                      -7.585132e-03   
MentHlth_11-15                                      9.108460e-04   
MentHlth_16-20                                      1.044149e-03   
MentHlth_21-25                                      2.896776e-04   
MentHlth_26-30                                      7.642003e-03   
PhysHlth_0                                          2.053204e-01   
PhysHlth_1-5                                       -2.636180e-01   
PhysHlth_6-10                                      -5.704502e-03   
PhysHlth_11-15                                      2.259203e-03   
PhysHlth_16-20                                      6.436417e-03   
PhysHlth_21-25                                      3.696993e-04   
PhysHlth_26-30                                      5.493678e-02   
Education_Never attended school or only kinderg...  1.118694e-03   
Education_Elementary                                1.422981e-02   
Education_Some high school                          3.502202e-02   
Education_High school graduate                     -3.176622e-01   
Education_Some college or technical school         -4.719205e-02   
Education_College graduate                          3.144837e-01   
Income_Less than $10,000                            2.525155e-03   
Income_$10,000-$14,999                             -1.437449e-04   
Income_$15,000-$19,999                              9.153793e-03   
Income_$20,000-$24,999                             -8.249040e-03   
Income_$25,000-$34,999                             -5.424627e-02   
Income_$35,000-$49,999                             -1.187235e-01   
Income_$50,000-$74,999                              5.082834e-01   
Income_$75,000 or more                             -3.385999e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -1.665956e-16   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -1.665956e-16   

                                                            PC10  ...  PC49  \
HighBP                                             -2.395090e-01  ...  -0.0   
HighChol                                            7.256688e-02  ...  -0.0   
CholCheck                                          -7.549075e-04  ...  -0.0   
Smoker                                             -9.096353e-02  ...  -0.0   
Stroke                                              2.524256e-02  ...  -0.0   
HeartDiseaseorAttack                                1.928643e-01  ...  -0.0   
PhysActivity                                        3.931908e-01  ...  -0.0   
Fruits                                             -1.055725e-01  ...  -0.0   
Veggies                                            -1.550299e-02  ...  -0.0   
HvyAlcoholConsump                                  -1.244215e-02  ...  -0.0   
AnyHealthcare                                      -4.404492e-03  ...  -0.0   
NoDocbcCost                                         1.480777e-02  ...  -0.0   
DiffWalk                                            4.030502e-02  ...  -0.0   
BMI_Underweight                                     5.551115e-17  ...  -0.0   
BMI_Healthy weight                                 -6.938894e-17  ...  -0.0   
BMI_Overweight                                      5.551115e-17  ...  -0.0   
BMI_Class 1 Obesity                                -2.621374e-17  ...  -0.0   
BMI_Class 2 Obesity                                -2.775558e-17  ...  -0.0   
BMI_Class 3 Obesity                                 5.551115e-17  ...  -0.0   
GenHlth_Excellent                                   9.952264e-02  ...  -0.0   
GenHlth_Very good                                  -1.154585e-01  ...  -0.0   
GenHlth_Good                                       -1.216999e-01  ...  -0.0   
GenHlth_Fair                                        1.177006e-01  ...  -0.0   
GenHlth_Poor                                        1.993519e-02  ...  -0.0   
MentHlth_0                                         -1.997926e-01  ...  -0.0   
MentHlth_1-5                                        1.267711e-01  ...  -0.0   
MentHlth_6-10                                       1.742459e-02  ...  -0.0   
MentHlth_11-15                                      1.641325e-02  ...  -0.0   
MentHlth_16-20                                      8.534276e-03  ...  -0.0   
MentHlth_21-25                                      2.974751e-03  ...  -0.0   
MentHlth_26-30                                      2.767459e-02  ...  -0.0   
PhysHlth_0                                          1.224966e-01  ...  -0.0   
PhysHlth_1-5                                       -1.947337e-01  ...  -0.0   
PhysHlth_6-10                                       2.053029e-02  ...  -0.0   
PhysHlth_11-15                                      1.110523e-02  ...  -0.0   
PhysHlth_16-20                                      5.873771e-03  ...  -0.0   
PhysHlth_21-25                                      2.003499e-04  ...  -0.0   
PhysHlth_26-30                                      3.452748e-02  ...  -0.0   
Education_Never attended school or only kinderg...  2.380245e-04  ...  -0.0   
Education_Elementary                                3.406811e-03  ...  -0.0   
Education_Some high school                          7.938011e-03  ...  -0.0   
Education_High school graduate                     -1.185637e-01  ...  -0.0   
Education_Some college or technical school         -3.607103e-02  ...  -0.0   
Education_College graduate                          1.430519e-01  ...  -0.0   
Income_Less than $10,000                            4.259555e-03  ...  -0.0   
Income_$10,000-$14,999                             -7.538422e-03  ...  -0.0   
Income_$15,000-$19,999                             -1.021912e-02  ...  -0.0   
Income_$20,000-$24,999                             -3.533559e-02  ...  -0.0   
Income_$25,000-$34,999                             -7.051882e-02  ...  -0.0   
Income_$35,000-$49,999                              6.218896e-01  ...  -0.0   
Income_$50,000-$74,999                             -2.933257e-01  ...  -0.0   
Income_$75,000 or more                             -2.092115e-01  ...  -0.0   
Sex_Female                                          0.000000e+00  ...  -0.0   
Sex_Male                                           -1.745536e-16  ...  -0.0   
Age_18-29                                           0.000000e+00  ...   1.0   
Age_30-49                                           0.000000e+00  ...  -0.0   
Age_50-64                                           0.000000e+00  ...  -0.0   
Age_65+                                            -1.745536e-16  ...  -0.0   

                                                    PC50  PC51          PC52  \
HighBP                                               0.0   0.0 -0.000000e+00   
HighChol                                             0.0   0.0 -1.013906e-25   
CholCheck                                            0.0   0.0  1.106013e-24   
Smoker                                               0.0   0.0 -6.629439e-25   
Stroke                                               0.0   0.0  5.586048e-26   
HeartDiseaseorAttack                                 0.0   0.0 -2.386214e-25   
PhysActivity                                         0.0   0.0 -5.418086e-25   
Fruits                                               0.0   0.0  3.956452e-25   
Veggies                                              0.0   0.0  2.783844e-25   
HvyAlcoholConsump                                    0.0   0.0 -7.528571e-25   
AnyHealthcare                                        0.0   0.0  5.187205e-24   
NoDocbcCost                                          0.0   0.0 -7.511927e-25   
DiffWalk                                             0.0   0.0  6.284273e-25   
BMI_Underweight                                      0.0   0.0 -1.775147e-09   
BMI_Healthy weight                                   0.0   0.0 -1.384561e-09   
BMI_Overweight                                       0.0   0.0 -3.540055e-10   
BMI_Class 1 Obesity                                  0.0   0.0  7.096073e-10   
BMI_Class 2 Obesity                                  0.0   0.0 -1.784701e-09   
BMI_Class 3 Obesity                                  0.0   0.0  1.764254e-09   
GenHlth_Excellent                                    0.0   0.0 -6.899032e-10   
GenHlth_Very good                                    0.0   0.0 -6.899032e-10   
GenHlth_Good                                         0.0   0.0 -6.899032e-10   
GenHlth_Fair                                         0.0   0.0 -6.899032e-10   
GenHlth_Poor                                         0.0   0.0 -6.899032e-10   
MentHlth_0                                           0.0   0.0 -1.113610e-10   
MentHlth_1-5                                         0.0   0.0 -1.113610e-10   
MentHlth_6-10                                        0.0   0.0 -1.113610e-10   
MentHlth_11-15                                       0.0   0.0 -1.113610e-10   
MentHlth_16-20                                       0.0   0.0 -1.113610e-10   
MentHlth_21-25                                       0.0   0.0 -1.113610e-10   
MentHlth_26-30                                       0.0   0.0 -1.113610e-10   
PhysHlth_0                                           0.0   0.0 -4.722061e-10   
PhysHlth_1-5                                         0.0   0.0 -4.722061e-10   
PhysHlth_6-10                                        0.0   0.0 -4.722061e-10   
PhysHlth_11-15                                       0.0   0.0 -4.722061e-10   
PhysHlth_16-20                                       0.0   0.0 -4.722061e-10   
PhysHlth_21-25                                       0.0   0.0 -4.722061e-10   
PhysHlth_26-30                                       0.0   0.0 -4.722061e-10   
Education_Never attended school or only kinderg...   0.0   0.0  2.883001e-10   
Education_Elementary                                 0.0   0.0  2.883001e-10   
Education_Some high school                           0.0   0.0  2.883001e-10   
Education_High school graduate                       0.0   0.0  2.883001e-10   
Education_Some college or technical school           0.0   0.0  2.883001e-10   
Education_College graduate                           0.0   0.0  2.883001e-10   
Income_Less than $10,000                             0.0   0.0 -7.868768e-10   
Income_$10,000-$14,999                               0.0   0.0 -7.868768e-10   
Income_$15,000-$19,999                               0.0   0.0 -7.868768e-10   
Income_$20,000-$24,999                               0.0   0.0 -7.868768e-10   
Income_$25,000-$34,999                               0.0   0.0 -7.868768e-10   
Income_$35,000-$49,999                               0.0   0.0 -7.868768e-10   
Income_$50,000-$74,999                               0.0   0.0 -7.868768e-10   
Income_$75,000 or more                               0.0   0.0 -7.868768e-10   
Sex_Female                                           0.0   0.0  9.999996e-01   
Sex_Male                                             0.0   0.0 -6.270792e-04   
Age_18-29                                            0.0   0.0 -0.000000e+00   
Age_30-49                                            0.0   1.0 -0.000000e+00   
Age_50-64                                            1.0   0.0 -0.000000e+00   
Age_65+                                              0.0   0.0  6.270792e-04   

                                                            PC53  \
HighBP                                             -0.000000e+00   
HighChol                                            2.325677e-17   
CholCheck                                          -2.741164e-16   
Smoker                                              8.636487e-17   
Stroke                                             -7.575346e-19   
HeartDiseaseorAttack                                7.441115e-17   
PhysActivity                                        9.066941e-17   
Fruits                                             -2.037151e-16   
Veggies                                             3.055158e-17   
HvyAlcoholConsump                                   1.069778e-16   
AnyHealthcare                                      -1.136345e-15   
NoDocbcCost                                         1.473832e-16   
DiffWalk                                           -1.948489e-16   
BMI_Underweight                                     3.835511e-01   
BMI_Healthy weight                                  2.998671e-01   
BMI_Overweight                                      7.701038e-02   
BMI_Class 1 Obesity                                -1.516088e-01   
BMI_Class 2 Obesity                                 3.851141e-01   
BMI_Class 3 Obesity                                -3.807963e-01   
GenHlth_Excellent                                   1.488407e-01   
GenHlth_Very good                                   1.488407e-01   
GenHlth_Good                                        1.488407e-01   
GenHlth_Fair                                        1.488407e-01   
GenHlth_Poor                                        1.488407e-01   
MentHlth_0                                          2.399748e-02   
MentHlth_1-5                                        2.399748e-02   
MentHlth_6-10                                       2.399748e-02   
MentHlth_11-15                                      2.399748e-02   
MentHlth_16-20                                      2.399748e-02   
MentHlth_21-25                                      2.399748e-02   
MentHlth_26-30                                      2.399748e-02   
PhysHlth_0                                          1.023900e-01   
PhysHlth_1-5                                        1.023900e-01   
PhysHlth_6-10                                       1.023900e-01   
PhysHlth_11-15                                      1.023900e-01   
PhysHlth_16-20                                      1.023900e-01   
PhysHlth_21-25                                      1.023900e-01   
PhysHlth_26-30                                      1.023900e-01   
Education_Never attended school or only kinderg... -6.191826e-02   
Education_Elementary                               -6.191826e-02   
Education_Some high school                         -6.191826e-02   
Education_High school graduate                     -6.191826e-02   
Education_Some college or technical school         -6.191826e-02   
Education_College graduate                         -6.191826e-02   
Income_Less than $10,000                            1.693783e-01   
Income_$10,000-$14,999                              1.693783e-01   
Income_$15,000-$19,999                              1.693783e-01   
Income_$20,000-$24,999                              1.693783e-01   
Income_$25,000-$34,999                              1.693783e-01   
Income_$35,000-$49,999                              1.693783e-01   
Income_$50,000-$74,999                              1.693783e-01   
Income_$75,000 or more                              1.693783e-01   
Sex_Female                                         -4.607426e-14   
Sex_Male                                           -4.112132e-03   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -4.104742e-03   

                                                            PC54  \
HighBP                                             -0.000000e+00   
HighChol                                            6.543198e-17   
CholCheck                                          -2.189249e-15   
Smoker                                             -7.581620e-17   
Stroke                                             -1.716455e-16   
HeartDiseaseorAttack                                1.765396e-17   
PhysActivity                                       -6.285903e-17   
Fruits                                             -4.113571e-17   
Veggies                                             4.218753e-17   
HvyAlcoholConsump                                   5.747746e-17   
AnyHealthcare                                       5.533251e-16   
NoDocbcCost                                        -7.853163e-16   
DiffWalk                                            2.800210e-17   
BMI_Underweight                                     3.040968e-01   
BMI_Healthy weight                                  2.791520e-01   
BMI_Overweight                                      1.370390e-01   
BMI_Class 1 Obesity                                -4.663367e-02   
BMI_Class 2 Obesity                                -3.857262e-02   
BMI_Class 3 Obesity                                 1.338766e-01   
GenHlth_Excellent                                   2.475927e-02   
GenHlth_Very good                                   2.475927e-02   
GenHlth_Good                                        2.475927e-02   
GenHlth_Fair                                        2.475927e-02   
GenHlth_Poor                                        2.475927e-02   
MentHlth_0                                          7.669378e-02   
MentHlth_1-5                                        7.669378e-02   
MentHlth_6-10                                       7.669378e-02   
MentHlth_11-15                                      7.669378e-02   
MentHlth_16-20                                      7.669378e-02   
MentHlth_21-25                                      7.669378e-02   
MentHlth_26-30                                      7.669378e-02   
PhysHlth_0                                         -2.745260e-01   
PhysHlth_1-5                                       -2.745260e-01   
PhysHlth_6-10                                      -2.745260e-01   
PhysHlth_11-15                                     -2.745260e-01   
PhysHlth_16-20                                     -2.745260e-01   
PhysHlth_21-25                                     -2.745260e-01   
PhysHlth_26-30                                     -2.745260e-01   
Education_Never attended school or only kinderg...  1.774676e-01   
Education_Elementary                                1.774676e-01   
Education_Some high school                          1.774676e-01   
Education_High school graduate                      1.774676e-01   
Education_Some college or technical school          1.774676e-01   
Education_College graduate                          1.774676e-01   
Income_Less than $10,000                            5.833322e-02   
Income_$10,000-$14,999                              5.833322e-02   
Income_$15,000-$19,999                              5.833322e-02   
Income_$20,000-$24,999                              5.833322e-02   
Income_$25,000-$34,999                              5.833322e-02   
Income_$35,000-$49,999                              5.833322e-02   
Income_$50,000-$74,999                              5.833322e-02   
Income_$75,000 or more                              5.833322e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -2.502899e-02   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -2.502899e-02   

                                                            PC55  \
HighBP                                              0.000000e+00   
HighChol                                           -6.124691e-17   
CholCheck                                          -1.547174e-16   
Smoker                                              9.888162e-17   
Stroke                                              1.741448e-16   
HeartDiseaseorAttack                               -5.098085e-17   
PhysActivity                                        3.207251e-17   
Fruits                                              7.252922e-17   
Veggies                                            -1.823447e-18   
HvyAlcoholConsump                                  -1.092314e-16   
AnyHealthcare                                       1.804359e-16   
NoDocbcCost                                        -4.165443e-16   
DiffWalk                                            2.598297e-17   
BMI_Underweight                                    -2.441594e-01   
BMI_Healthy weight                                  1.103029e-01   
BMI_Overweight                                      7.275005e-01   
BMI_Class 1 Obesity                                -5.961735e-02   
BMI_Class 2 Obesity                                 6.978290e-03   
BMI_Class 3 Obesity                                 2.445170e-01   
GenHlth_Excellent                                   1.110996e-01   
GenHlth_Very good                                   1.110996e-01   
GenHlth_Good                                        1.110996e-01   
GenHlth_Fair                                        1.110996e-01   
GenHlth_Poor                                        1.110996e-01   
MentHlth_0                                         -1.549072e-01   
MentHlth_1-5                                       -1.549072e-01   
MentHlth_6-10                                      -1.549072e-01   
MentHlth_11-15                                     -1.549072e-01   
MentHlth_16-20                                     -1.549072e-01   
MentHlth_21-25                                     -1.549072e-01   
MentHlth_26-30                                     -1.549072e-01   
PhysHlth_0                                         -4.791925e-02   
PhysHlth_1-5                                       -4.791925e-02   
PhysHlth_6-10                                      -4.791925e-02   
PhysHlth_11-15                                     -4.791925e-02   
PhysHlth_16-20                                     -4.791925e-02   
PhysHlth_21-25                                     -4.791925e-02   
PhysHlth_26-30                                     -4.791925e-02   
Education_Never attended school or only kinderg... -1.107892e-01   
Education_Elementary                               -1.107892e-01   
Education_Some high school                         -1.107892e-01   
Education_High school graduate                     -1.107892e-01   
Education_Some college or technical school         -1.107892e-01   
Education_College graduate                         -1.107892e-01   
Income_Less than $10,000                            1.707836e-02   
Income_$10,000-$14,999                              1.707836e-02   
Income_$15,000-$19,999                              1.707836e-02   
Income_$20,000-$24,999                              1.707836e-02   
Income_$25,000-$34,999                              1.707836e-02   
Income_$35,000-$49,999                              1.707836e-02   
Income_$50,000-$74,999                              1.707836e-02   
Income_$75,000 or more                              1.707836e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                            8.315375e-02   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             8.315375e-02   

                                                            PC56  \
HighBP                                             -0.000000e+00   
HighChol                                            1.213233e-16   
CholCheck                                          -1.637660e-15   
Smoker                                              8.473371e-17   
Stroke                                             -3.364096e-18   
HeartDiseaseorAttack                               -7.920801e-17   
PhysActivity                                        1.819554e-16   
Fruits                                             -9.996601e-17   
Veggies                                             5.743036e-17   
HvyAlcoholConsump                                  -9.597589e-17   
AnyHealthcare                                       1.749800e-15   
NoDocbcCost                                        -2.111912e-16   
DiffWalk                                            1.925696e-17   
BMI_Underweight                                    -1.787960e-01   
BMI_Healthy weight                                 -5.446361e-02   
BMI_Overweight                                      1.102960e-01   
BMI_Class 1 Obesity                                 5.845580e-02   
BMI_Class 2 Obesity                                -2.228586e-01   
BMI_Class 3 Obesity                                 4.752868e-01   
GenHlth_Excellent                                   1.059912e-03   
GenHlth_Very good                                   1.059912e-03   
GenHlth_Good                                        1.059912e-03   
GenHlth_Fair                                        1.059912e-03   
GenHlth_Poor                                        1.059912e-03   
MentHlth_0                                          9.425364e-02   
MentHlth_1-5                                        9.425364e-02   
MentHlth_6-10                                       9.425364e-02   
MentHlth_11-15                                      9.425364e-02   
MentHlth_16-20                                      9.425364e-02   
MentHlth_21-25                                      9.425364e-02   
MentHlth_26-30                                      9.425364e-02   
PhysHlth_0                                          1.487936e-01   
PhysHlth_1-5                                        1.487936e-01   
PhysHlth_6-10                                       1.487936e-01   
PhysHlth_11-15                                      1.487936e-01   
PhysHlth_16-20                                      1.487936e-01   
PhysHlth_21-25                                      1.487936e-01   
PhysHlth_26-30                                      1.487936e-01   
Education_Never attended school or only kinderg...  1.112024e-01   
Education_Elementary                                1.112024e-01   
Education_Some high school                          1.112024e-01   
Education_High school graduate                      1.112024e-01   
Education_Some college or technical school          1.112024e-01   
Education_College graduate                          1.112024e-01   
Income_Less than $10,000                            1.982401e-01   
Income_$10,000-$14,999                              1.982401e-01   
Income_$15,000-$19,999                              1.982401e-01   
Income_$20,000-$24,999                              1.982401e-01   
Income_$25,000-$34,999                              1.982401e-01   
Income_$35,000-$49,999                              1.982401e-01   
Income_$50,000-$74,999                              1.982401e-01   
Income_$75,000 or more                              1.982401e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -1.846110e-01   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -1.846110e-01   

                                                            PC57          PC58  
HighBP                                             -0.000000e+00 -0.000000e+00  
HighChol                                           -2.771245e-17  4.741489e-17  
CholCheck                                           3.655966e-16  1.956246e-15  
Smoker                                             -9.185179e-17  1.211534e-16  
Stroke                                             -2.614480e-16 -6.278345e-17  
HeartDiseaseorAttack                               -4.744748e-19 -2.005736e-16  
PhysActivity                                       -1.592538e-16  1.839039e-16  
Fruits                                              7.634869e-18 -1.355088e-16  
Veggies                                             3.988663e-17  5.616946e-17  
HvyAlcoholConsump                                  -8.173785e-16  5.617843e-16  
AnyHealthcare                                      -2.242288e-16 -1.412593e-15  
NoDocbcCost                                         4.858913e-16 -4.963381e-16  
DiffWalk                                            5.497724e-17 -9.107958e-17  
BMI_Underweight                                     3.504437e-01  6.152209e-01  
BMI_Healthy weight                                 -4.023401e-01 -3.586214e-01  
BMI_Overweight                                      4.322442e-01 -4.331930e-02  
BMI_Class 1 Obesity                                -1.467953e-01 -7.365132e-02  
BMI_Class 2 Obesity                                 2.981670e-01 -2.629404e-01  
BMI_Class 3 Obesity                                -2.601189e-02  3.389151e-01  
GenHlth_Excellent                                  -2.441463e-01  2.136345e-01  
GenHlth_Very good                                  -2.441463e-01  2.136345e-01  
GenHlth_Good                                       -2.441463e-01  2.136345e-01  
GenHlth_Fair                                       -2.441463e-01  2.136345e-01  
GenHlth_Poor                                       -2.441463e-01  2.136345e-01  
MentHlth_0                                         -2.741550e-02 -1.215190e-02  
MentHlth_1-5                                       -2.741550e-02 -1.215190e-02  
MentHlth_6-10                                      -2.741550e-02 -1.215190e-02  
MentHlth_11-15                                     -2.741550e-02 -1.215190e-02  
MentHlth_16-20                                     -2.741550e-02 -1.215190e-02  
MentHlth_21-25                                     -2.741550e-02 -1.215190e-02  
MentHlth_26-30                                     -2.741550e-02 -1.215190e-02  
PhysHlth_0                                          5.954013e-02  4.091131e-02  
PhysHlth_1-5                                        5.954013e-02  4.091131e-02  
PhysHlth_6-10                                       5.954013e-02  4.091131e-02  
PhysHlth_11-15                                      5.954013e-02  4.091131e-02  
PhysHlth_16-20                                      5.954013e-02  4.091131e-02  
PhysHlth_21-25                                      5.954013e-02  4.091131e-02  
PhysHlth_26-30                                      5.954013e-02  4.091131e-02  
Education_Never attended school or only kinderg...  1.132169e-01 -4.126175e-02  
Education_Elementary                                1.132169e-01 -4.126175e-02  
Education_Some high school                          1.132169e-01 -4.126175e-02  
Education_High school graduate                      1.132169e-01 -4.126175e-02  
Education_Some college or technical school          1.132169e-01 -4.126175e-02  
Education_College graduate                          1.132169e-01 -4.126175e-02  
Income_Less than $10,000                           -5.694096e-03 -7.932086e-02  
Income_$10,000-$14,999                             -5.694096e-03 -7.932086e-02  
Income_$15,000-$19,999                             -5.694096e-03 -7.932086e-02  
Income_$20,000-$24,999                             -5.694096e-03 -7.932086e-02  
Income_$25,000-$34,999                             -5.694096e-03 -7.932086e-02  
Income_$35,000-$49,999                             -5.694096e-03 -7.932086e-02  
Income_$50,000-$74,999                             -5.694096e-03 -7.932086e-02  
Income_$75,000 or more                             -5.694096e-03 -7.932086e-02  
Sex_Female                                         -0.000000e+00 -0.000000e+00  
Sex_Male                                            7.767284e-02  6.849097e-03  
Age_18-29                                          -0.000000e+00 -0.000000e+00  
Age_30-49                                          -0.000000e+00 -0.000000e+00  
Age_50-64                                          -0.000000e+00 -0.000000e+00  
Age_65+                                             7.767283e-02  6.849096e-03  

[58 rows x 58 columns]

PCA Results for Subset_43:
        PC1       PC2       PC3       PC4       PC5       PC6       PC7  \
0  1.097035 -0.288290  0.103560  0.063073  0.083019  0.376485  0.750532   
1 -0.080735  0.316953 -0.250250 -0.186370  0.478025  0.478833  0.572715   
2  0.453722  0.229291  0.754407 -0.742811 -0.651015 -0.474243 -0.348565   
3 -0.171274 -0.215831  0.981471  0.434635 -0.476547 -0.151048 -0.181916   
4 -0.502465  0.760307  0.904742  0.828815  0.102655 -0.562595  0.187474   

        PC8       PC9      PC10  ...  PC49  PC50  PC51  PC52          PC53  \
0  0.300817  0.167576  0.272814  ...   0.0   0.0   0.0   0.0  0.000000e+00   
1 -0.141034  0.386798  0.069327  ...   0.0   0.0   0.0   0.0  7.494005e-16   
2 -0.255913  0.188458  0.153228  ...   0.0   0.0   0.0   0.0 -5.551115e-17   
3  0.536411  0.256452  1.268185  ...   0.0   0.0   0.0   0.0  3.885781e-16   
4  0.223341 -0.031287  0.762498  ...   0.0   0.0   0.0   0.0  3.330669e-16   

           PC54          PC55          PC56          PC57          PC58  
0  8.326673e-17 -2.775558e-17  1.110223e-16 -1.665335e-16  6.938894e-18  
1 -6.245005e-16 -2.498002e-16 -1.776357e-15 -1.665335e-16  1.033895e-15  
2 -1.110223e-16  2.775558e-17 -4.440892e-16 -2.775558e-16 -1.040834e-16  
3  6.938894e-17 -1.665335e-16  2.220446e-16  0.000000e+00 -1.595946e-16  
4  1.387779e-17 -5.551115e-17  0.000000e+00  0.000000e+00 -4.857226e-17  

[5 rows x 58 columns]
No description has been provided for this image
For Subset_43, retain 22 components to explain 90% of the variance.


Explained Variance for Subset_44:
[1.09042586e-01 6.82886594e-02 6.33321665e-02 5.84234145e-02
 5.03916261e-02 4.91598973e-02 4.74514460e-02 4.48518836e-02
 4.26168541e-02 3.54576686e-02 3.39985041e-02 3.27789121e-02
 2.97075150e-02 2.92439437e-02 2.67190625e-02 2.59531654e-02
 2.44382069e-02 2.36654204e-02 2.22673202e-02 1.95160341e-02
 1.87465247e-02 1.75899898e-02 1.53650315e-02 1.36264411e-02
 1.25764379e-02 1.18421612e-02 1.00107275e-02 9.50517195e-03
 8.09973733e-03 7.79762942e-03 7.43463360e-03 5.29825728e-03
 5.21656615e-03 4.96312706e-03 4.10099499e-03 2.79000018e-03
 2.52404221e-03 2.32147569e-03 1.45033163e-03 1.24740655e-03
 1.89025794e-04 1.24261195e-17 7.19215442e-18 4.49753456e-18
 2.31986358e-18 3.36706437e-19 1.24151069e-19 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00]

Cumulative Variance for Subset_44:
[0.10904259 0.17733125 0.24066341 0.29908683 0.34947845 0.39863835
 0.4460898  0.49094168 0.53355853 0.5690162  0.60301471 0.63579362
 0.66550113 0.69474508 0.72146414 0.7474173  0.77185551 0.79552093
 0.81778825 0.83730429 0.85605081 0.8736408  0.88900583 0.90263227
 0.91520871 0.92705087 0.9370616  0.94656677 0.95466651 0.96246414
 0.96989877 0.97519703 0.9804136  0.98537672 0.98947772 0.99226772
 0.99479176 0.99711324 0.99856357 0.99981097 1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.        ]

Loadings for Subset_44:
                                                             PC1  \
HighBP                                             -1.682444e-01   
HighChol                                           -1.562677e-01   
CholCheck                                          -8.546259e-03   
Smoker                                             -1.009217e-01   
Stroke                                             -7.238341e-02   
HeartDiseaseorAttack                               -1.572389e-01   
PhysActivity                                        2.938989e-01   
Fruits                                              1.105041e-01   
Veggies                                             9.877883e-02   
HvyAlcoholConsump                                   1.433733e-02   
AnyHealthcare                                       2.552065e-03   
NoDocbcCost                                        -4.677629e-02   
DiffWalk                                           -4.133584e-01   
BMI_Underweight                                    -6.617445e-24   
BMI_Healthy weight                                  8.271806e-25   
BMI_Overweight                                      5.169879e-26   
BMI_Class 1 Obesity                                 2.385381e-17   
BMI_Class 2 Obesity                                -1.615587e-27   
BMI_Class 3 Obesity                                -2.019484e-28   
GenHlth_Excellent                                   7.883117e-02   
GenHlth_Very good                                   3.167907e-01   
GenHlth_Good                                       -3.752272e-02   
GenHlth_Fair                                       -2.332519e-01   
GenHlth_Poor                                       -1.248472e-01   
MentHlth_0                                          2.601888e-01   
MentHlth_1-5                                       -1.020546e-01   
MentHlth_6-10                                      -3.718375e-02   
MentHlth_11-15                                     -2.834797e-02   
MentHlth_16-20                                     -1.411035e-02   
MentHlth_21-25                                     -7.622121e-03   
MentHlth_26-30                                     -7.087001e-02   
PhysHlth_0                                          4.523571e-01   
PhysHlth_1-5                                       -1.070893e-01   
PhysHlth_6-10                                      -5.503625e-02   
PhysHlth_11-15                                     -5.402353e-02   
PhysHlth_16-20                                     -2.545281e-02   
PhysHlth_21-25                                     -1.855839e-02   
PhysHlth_26-30                                     -1.921967e-01   
Education_Never attended school or only kinderg... -4.715994e-04   
Education_Elementary                               -2.468608e-02   
Education_Some high school                         -3.822926e-02   
Education_High school graduate                     -1.545139e-01   
Education_Some college or technical school          2.519241e-02   
Education_College graduate                          1.927084e-01   
Income_Less than $10,000                           -4.247286e-02   
Income_$10,000-$14,999                             -6.897936e-02   
Income_$15,000-$19,999                             -6.916591e-02   
Income_$20,000-$24,999                             -5.552217e-02   
Income_$25,000-$34,999                             -1.529037e-02   
Income_$35,000-$49,999                              5.096926e-02   
Income_$50,000-$74,999                              7.965039e-02   
Income_$75,000 or more                              1.208110e-01   
Sex_Female                                          2.385381e-17   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             2.385381e-17   

                                                             PC2  \
HighBP                                              7.694106e-02   
HighChol                                           -2.398182e-02   
CholCheck                                          -3.603639e-03   
Smoker                                             -3.860532e-02   
Stroke                                             -9.299737e-03   
HeartDiseaseorAttack                               -1.309510e-02   
PhysActivity                                       -1.312993e-01   
Fruits                                             -1.470361e-01   
Veggies                                            -1.537503e-01   
HvyAlcoholConsump                                  -1.885423e-02   
AnyHealthcare                                      -1.614279e-03   
NoDocbcCost                                        -3.450491e-03   
DiffWalk                                           -8.769126e-02   
BMI_Underweight                                    -0.000000e+00   
BMI_Healthy weight                                 -0.000000e+00   
BMI_Overweight                                     -2.710505e-20   
BMI_Class 1 Obesity                                -4.428011e-17   
BMI_Class 2 Obesity                                 6.776264e-21   
BMI_Class 3 Obesity                                 1.694066e-21   
GenHlth_Excellent                                  -1.245368e-02   
GenHlth_Very good                                  -1.436416e-01   
GenHlth_Good                                        2.931698e-01   
GenHlth_Fair                                       -9.646840e-02   
GenHlth_Poor                                       -4.060611e-02   
MentHlth_0                                          2.443474e-01   
MentHlth_1-5                                       -1.606210e-01   
MentHlth_6-10                                      -2.668927e-02   
MentHlth_11-15                                     -1.511441e-02   
MentHlth_16-20                                     -7.728373e-03   
MentHlth_21-25                                     -4.698942e-03   
MentHlth_26-30                                     -2.949535e-02   
PhysHlth_0                                          3.369466e-01   
PhysHlth_1-5                                       -1.849314e-01   
PhysHlth_6-10                                      -4.390851e-02   
PhysHlth_11-15                                     -1.265986e-02   
PhysHlth_16-20                                     -8.904523e-03   
PhysHlth_21-25                                     -5.411902e-03   
PhysHlth_26-30                                     -8.113037e-02   
Education_Never attended school or only kinderg... -3.743668e-04   
Education_Elementary                               -4.994591e-03   
Education_Some high school                          2.023090e-03   
Education_High school graduate                      5.683483e-01   
Education_Some college or technical school         -1.590979e-01   
Education_College graduate                         -4.059046e-01   
Income_Less than $10,000                            1.266203e-02   
Income_$10,000-$14,999                              3.228003e-02   
Income_$15,000-$19,999                              6.885207e-02   
Income_$20,000-$24,999                              8.288851e-02   
Income_$25,000-$34,999                              4.915660e-02   
Income_$35,000-$49,999                             -1.418615e-03   
Income_$50,000-$74,999                             -9.610474e-02   
Income_$75,000 or more                             -1.483159e-01   
Sex_Female                                         -4.429499e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -4.429499e-17   

                                                             PC3  \
HighBP                                              5.736944e-02   
HighChol                                            5.251862e-02   
CholCheck                                           4.483385e-03   
Smoker                                             -6.527745e-02   
Stroke                                             -1.020440e-02   
HeartDiseaseorAttack                               -1.344850e-02   
PhysActivity                                        1.473955e-01   
Fruits                                              1.192626e-01   
Veggies                                             8.140189e-02   
HvyAlcoholConsump                                   6.491063e-04   
AnyHealthcare                                       1.051605e-03   
NoDocbcCost                                        -1.157707e-02   
DiffWalk                                           -6.260483e-02   
BMI_Underweight                                     0.000000e+00   
BMI_Healthy weight                                 -1.734723e-18   
BMI_Overweight                                     -4.336809e-19   
BMI_Class 1 Obesity                                 5.616099e-17   
BMI_Class 2 Obesity                                -1.084202e-19   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                  -1.207747e-02   
GenHlth_Very good                                  -4.676375e-01   
GenHlth_Good                                        7.301024e-01   
GenHlth_Fair                                       -1.849054e-01   
GenHlth_Poor                                       -6.548200e-02   
MentHlth_0                                          6.068111e-03   
MentHlth_1-5                                        2.858440e-02   
MentHlth_6-10                                       4.124464e-04   
MentHlth_11-15                                     -6.120219e-03   
MentHlth_16-20                                     -2.167096e-03   
MentHlth_21-25                                     -1.566778e-03   
MentHlth_26-30                                     -2.521086e-02   
PhysHlth_0                                         -6.309242e-02   
PhysHlth_1-5                                        1.421453e-01   
PhysHlth_6-10                                       1.913048e-02   
PhysHlth_11-15                                     -9.555295e-03   
PhysHlth_16-20                                     -5.203445e-03   
PhysHlth_21-25                                     -6.706448e-03   
PhysHlth_26-30                                     -7.671818e-02   
Education_Never attended school or only kinderg... -7.273689e-04   
Education_Elementary                               -4.098747e-03   
Education_Some high school                         -1.702985e-02   
Education_High school graduate                     -2.591899e-01   
Education_Some college or technical school          2.063569e-01   
Education_College graduate                          7.468894e-02   
Income_Less than $10,000                           -1.519923e-02   
Income_$10,000-$14,999                             -2.513251e-02   
Income_$15,000-$19,999                             -2.172418e-02   
Income_$20,000-$24,999                             -3.135825e-02   
Income_$25,000-$34,999                              2.652174e-02   
Income_$35,000-$49,999                              2.559360e-02   
Income_$50,000-$74,999                              1.419996e-02   
Income_$75,000 or more                              2.709888e-02   
Sex_Female                                          5.641267e-17   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             5.641267e-17   

                                                             PC4  \
HighBP                                              1.354895e-02   
HighChol                                            2.578372e-02   
CholCheck                                          -4.792864e-04   
Smoker                                              1.301682e-01   
Stroke                                              8.238974e-03   
HeartDiseaseorAttack                                3.951304e-02   
PhysActivity                                       -1.267897e-01   
Fruits                                             -1.083072e-01   
Veggies                                            -3.907868e-02   
HvyAlcoholConsump                                  -7.792059e-03   
AnyHealthcare                                      -4.759219e-03   
NoDocbcCost                                         9.774433e-03   
DiffWalk                                            4.497724e-02   
BMI_Underweight                                    -0.000000e+00   
BMI_Healthy weight                                 -2.775558e-17   
BMI_Overweight                                     -0.000000e+00   
BMI_Class 1 Obesity                                -4.931072e-17   
BMI_Class 2 Obesity                                 6.938894e-18   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                   1.413885e-02   
GenHlth_Very good                                   6.487668e-02   
GenHlth_Good                                       -1.116778e-01   
GenHlth_Fair                                        9.496729e-03   
GenHlth_Poor                                        2.316553e-02   
MentHlth_0                                          6.167196e-02   
MentHlth_1-5                                       -6.694817e-02   
MentHlth_6-10                                      -5.610270e-03   
MentHlth_11-15                                      4.574957e-04   
MentHlth_16-20                                     -6.949831e-04   
MentHlth_21-25                                     -1.899154e-03   
MentHlth_26-30                                      1.302312e-02   
PhysHlth_0                                          1.692572e-01   
PhysHlth_1-5                                       -1.707557e-01   
PhysHlth_6-10                                      -1.807461e-02   
PhysHlth_11-15                                     -2.878277e-03   
PhysHlth_16-20                                     -1.855995e-03   
PhysHlth_21-25                                      7.732207e-04   
PhysHlth_26-30                                      2.353414e-02   
Education_Never attended school or only kinderg...  2.054592e-04   
Education_Elementary                                3.062867e-03   
Education_Some high school                          1.716312e-02   
Education_High school graduate                     -3.201089e-01   
Education_Some college or technical school          7.438625e-01   
Education_College graduate                         -4.441851e-01   
Income_Less than $10,000                            2.349912e-03   
Income_$10,000-$14,999                              1.879869e-02   
Income_$15,000-$19,999                              2.482190e-02   
Income_$20,000-$24,999                              3.391048e-02   
Income_$25,000-$34,999                              3.327993e-02   
Income_$35,000-$49,999                             -7.980395e-03   
Income_$50,000-$74,999                             -2.008459e-02   
Income_$75,000 or more                             -8.509592e-02   
Sex_Female                                         -4.666669e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -4.666669e-17   

                                                             PC5  \
HighBP                                              3.903331e-02   
HighChol                                            3.601899e-01   
CholCheck                                           4.991833e-03   
Smoker                                              5.022822e-01   
Stroke                                             -2.187271e-02   
HeartDiseaseorAttack                               -1.689913e-02   
PhysActivity                                        1.373559e-01   
Fruits                                             -2.820544e-01   
Veggies                                            -7.502197e-02   
HvyAlcoholConsump                                   2.128448e-02   
AnyHealthcare                                      -1.890013e-03   
NoDocbcCost                                        -2.824926e-04   
DiffWalk                                           -2.380224e-01   
BMI_Underweight                                    -8.326673e-17   
BMI_Healthy weight                                 -5.551115e-17   
BMI_Overweight                                      1.110223e-16   
BMI_Class 1 Obesity                                -9.845483e-17   
BMI_Class 2 Obesity                                -5.551115e-17   
BMI_Class 3 Obesity                                -2.775558e-17   
GenHlth_Excellent                                  -5.159259e-02   
GenHlth_Very good                                   1.488008e-01   
GenHlth_Good                                        1.026474e-01   
GenHlth_Fair                                       -1.678320e-01   
GenHlth_Poor                                       -3.202357e-02   
MentHlth_0                                         -4.597056e-01   
MentHlth_1-5                                        3.528305e-01   
MentHlth_6-10                                       4.509095e-02   
MentHlth_11-15                                      1.937319e-02   
MentHlth_16-20                                      6.592682e-03   
MentHlth_21-25                                      3.868326e-03   
MentHlth_26-30                                      3.194994e-02   
PhysHlth_0                                          1.530307e-01   
PhysHlth_1-5                                       -1.404480e-02   
PhysHlth_6-10                                      -1.234899e-02   
PhysHlth_11-15                                     -1.001165e-02   
PhysHlth_16-20                                     -6.388473e-03   
PhysHlth_21-25                                     -3.101009e-03   
PhysHlth_26-30                                     -1.071357e-01   
Education_Never attended school or only kinderg... -9.543651e-04   
Education_Elementary                               -1.866072e-02   
Education_Some high school                         -2.469444e-02   
Education_High school graduate                      8.531350e-02   
Education_Some college or technical school         -3.176788e-02   
Education_College graduate                         -9.236094e-03   
Income_Less than $10,000                           -1.563040e-02   
Income_$10,000-$14,999                             -3.744976e-03   
Income_$15,000-$19,999                             -3.675122e-02   
Income_$20,000-$24,999                             -1.271361e-02   
Income_$25,000-$34,999                             -1.485054e-03   
Income_$35,000-$49,999                              3.014907e-02   
Income_$50,000-$74,999                              5.505581e-02   
Income_$75,000 or more                             -1.487963e-02   
Sex_Female                                         -8.608816e-17   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                            -8.608816e-17   

                                                             PC6  \
HighBP                                              4.534859e-01   
HighChol                                            7.121171e-01   
CholCheck                                           1.579694e-02   
Smoker                                              2.016778e-02   
Stroke                                              3.493049e-02   
HeartDiseaseorAttack                                1.148110e-01   
PhysActivity                                        1.149253e-01   
Fruits                                              2.819722e-01   
Veggies                                             1.551184e-01   
HvyAlcoholConsump                                  -7.099261e-03   
AnyHealthcare                                      -1.138912e-03   
NoDocbcCost                                        -6.312747e-03   
DiffWalk                                            4.135152e-02   
BMI_Underweight                                     1.040834e-17   
BMI_Healthy weight                                  3.469447e-18   
BMI_Overweight                                     -0.000000e+00   
BMI_Class 1 Obesity                                 7.669479e-17   
BMI_Class 2 Obesity                                 1.387779e-17   
BMI_Class 3 Obesity                                -6.938894e-18   
GenHlth_Excellent                                  -5.568013e-02   
GenHlth_Very good                                   5.063476e-02   
GenHlth_Good                                       -8.637575e-02   
GenHlth_Fair                                        9.465529e-02   
GenHlth_Poor                                       -3.234162e-03   
MentHlth_0                                          2.699178e-01   
MentHlth_1-5                                       -1.987702e-01   
MentHlth_6-10                                      -2.197224e-02   
MentHlth_11-15                                     -1.005221e-02   
MentHlth_16-20                                     -8.142828e-03   
MentHlth_21-25                                     -1.680245e-03   
MentHlth_26-30                                     -2.930006e-02   
PhysHlth_0                                          8.134753e-02   
PhysHlth_1-5                                       -6.170722e-02   
PhysHlth_6-10                                      -9.504017e-03   
PhysHlth_11-15                                     -5.109169e-03   
PhysHlth_16-20                                      1.617155e-03   
PhysHlth_21-25                                     -6.954849e-04   
PhysHlth_26-30                                     -5.948797e-03   
Education_Never attended school or only kinderg... -9.374547e-04   
Education_Elementary                                7.286138e-03   
Education_Some high school                         -8.698758e-03   
Education_High school graduate                     -1.433390e-02   
Education_Some college or technical school         -3.718216e-02   
Education_College graduate                          5.386614e-02   
Income_Less than $10,000                           -1.146533e-03   
Income_$10,000-$14,999                              7.503119e-03   
Income_$15,000-$19,999                             -2.614468e-03   
Income_$20,000-$24,999                              8.189841e-03   
Income_$25,000-$34,999                             -3.637157e-02   
Income_$35,000-$49,999                             -1.418512e-02   
Income_$50,000-$74,999                              2.318274e-02   
Income_$75,000 or more                              1.544199e-02   
Sex_Female                                          8.908824e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                             8.908824e-17   

                                                             PC7  \
HighBP                                              1.120295e-02   
HighChol                                           -2.181786e-02   
CholCheck                                          -2.825152e-04   
Smoker                                             -3.039204e-01   
Stroke                                             -1.717024e-02   
HeartDiseaseorAttack                               -2.177994e-02   
PhysActivity                                        4.143418e-01   
Fruits                                              3.699573e-01   
Veggies                                             1.798107e-01   
HvyAlcoholConsump                                  -1.811992e-02   
AnyHealthcare                                       3.135993e-03   
NoDocbcCost                                        -2.585667e-03   
DiffWalk                                           -1.615860e-01   
BMI_Underweight                                    -2.081668e-17   
BMI_Healthy weight                                 -1.387779e-16   
BMI_Overweight                                      2.081668e-17   
BMI_Class 1 Obesity                                 1.958600e-16   
BMI_Class 2 Obesity                                -2.276825e-17   
BMI_Class 3 Obesity                                 1.249001e-16   
GenHlth_Excellent                                  -3.288862e-02   
GenHlth_Very good                                   1.425591e-01   
GenHlth_Good                                       -8.409760e-02   
GenHlth_Fair                                       -4.403201e-03   
GenHlth_Poor                                       -2.116972e-02   
MentHlth_0                                         -2.239550e-01   
MentHlth_1-5                                        1.956764e-01   
MentHlth_6-10                                       1.837039e-02   
MentHlth_11-15                                      6.235600e-03   
MentHlth_16-20                                      2.234990e-03   
MentHlth_21-25                                      2.466714e-04   
MentHlth_26-30                                      1.191011e-03   
PhysHlth_0                                         -2.083610e-01   
PhysHlth_1-5                                        2.133970e-01   
PhysHlth_6-10                                       1.069437e-02   
PhysHlth_11-15                                      2.237025e-02   
PhysHlth_16-20                                      1.480636e-04   
PhysHlth_21-25                                      5.410980e-04   
PhysHlth_26-30                                     -3.878974e-02   
Education_Never attended school or only kinderg... -5.629246e-04   
Education_Elementary                               -1.505220e-02   
Education_Some high school                         -5.778869e-02   
Education_High school graduate                      3.054443e-01   
Education_Some college or technical school          1.747235e-01   
Education_College graduate                         -4.067641e-01   
Income_Less than $10,000                           -1.807191e-02   
Income_$10,000-$14,999                             -2.001792e-03   
Income_$15,000-$19,999                              1.713383e-02   
Income_$20,000-$24,999                              5.131605e-02   
Income_$25,000-$34,999                              1.193940e-01   
Income_$35,000-$49,999                              1.012014e-02   
Income_$50,000-$74,999                             -4.537310e-02   
Income_$75,000 or more                             -1.325172e-01   
Sex_Female                                          1.623625e-16   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             1.623625e-16   

                                                             PC8  \
HighBP                                             -1.946523e-01   
HighChol                                           -1.968040e-01   
CholCheck                                          -3.797682e-03   
Smoker                                              7.696110e-01   
Stroke                                             -2.554835e-03   
HeartDiseaseorAttack                                1.462187e-02   
PhysActivity                                        1.278892e-01   
Fruits                                              2.978951e-01   
Veggies                                             2.073184e-01   
HvyAlcoholConsump                                   1.941251e-02   
AnyHealthcare                                       1.943290e-04   
NoDocbcCost                                        -1.270938e-02   
DiffWalk                                            1.355049e-02   
BMI_Underweight                                    -2.775558e-17   
BMI_Healthy weight                                 -2.775558e-17   
BMI_Overweight                                     -1.734723e-17   
BMI_Class 1 Obesity                                 1.262156e-16   
BMI_Class 2 Obesity                                 5.551115e-17   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                   3.326381e-02   
GenHlth_Very good                                  -6.167611e-02   
GenHlth_Good                                       -1.002126e-04   
GenHlth_Fair                                        4.615443e-02   
GenHlth_Poor                                       -1.764192e-02   
MentHlth_0                                          2.604957e-01   
MentHlth_1-5                                       -1.807524e-01   
MentHlth_6-10                                      -2.762973e-02   
MentHlth_11-15                                     -1.195224e-02   
MentHlth_16-20                                     -6.251193e-03   
MentHlth_21-25                                      1.307259e-03   
MentHlth_26-30                                     -3.521733e-02   
PhysHlth_0                                         -1.641683e-01   
PhysHlth_1-5                                        1.269125e-01   
PhysHlth_6-10                                       1.230530e-02   
PhysHlth_11-15                                      1.114073e-02   
PhysHlth_16-20                                     -1.331416e-03   
PhysHlth_21-25                                     -3.589183e-03   
PhysHlth_26-30                                      1.873034e-02   
Education_Never attended school or only kinderg... -5.749573e-04   
Education_Elementary                               -1.674505e-02   
Education_Some high school                         -9.117213e-03   
Education_High school graduate                      1.253343e-01   
Education_Some college or technical school         -1.650288e-02   
Education_College graduate                         -8.239420e-02   
Income_Less than $10,000                           -9.630318e-03   
Income_$10,000-$14,999                             -2.044967e-03   
Income_$15,000-$19,999                              3.950480e-04   
Income_$20,000-$24,999                              5.108469e-02   
Income_$25,000-$34,999                              2.400843e-02   
Income_$35,000-$49,999                             -3.951599e-02   
Income_$50,000-$74,999                             -1.125807e-02   
Income_$75,000 or more                             -1.303882e-02   
Sex_Female                                          1.273760e-16   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             1.273760e-16   

                                                             PC9  \
HighBP                                              9.172195e-02   
HighChol                                            9.011511e-02   
CholCheck                                           4.719590e-03   
Smoker                                             -2.758069e-02   
Stroke                                             -2.217611e-02   
HeartDiseaseorAttack                               -5.268913e-02   
PhysActivity                                        3.220941e-02   
Fruits                                             -4.708040e-01   
Veggies                                            -1.992637e-01   
HvyAlcoholConsump                                   3.809287e-03   
AnyHealthcare                                       3.600530e-03   
NoDocbcCost                                        -1.957520e-02   
DiffWalk                                           -2.324202e-01   
BMI_Underweight                                     0.000000e+00   
BMI_Healthy weight                                  0.000000e+00   
BMI_Overweight                                      0.000000e+00   
BMI_Class 1 Obesity                                -1.740020e-16   
BMI_Class 2 Obesity                                 5.551115e-17   
BMI_Class 3 Obesity                                 2.775558e-17   
GenHlth_Excellent                                  -7.481769e-02   
GenHlth_Very good                                   2.101518e-01   
GenHlth_Good                                        1.257671e-03   
GenHlth_Fair                                       -6.781309e-02   
GenHlth_Poor                                       -6.877871e-02   
MentHlth_0                                          3.240936e-01   
MentHlth_1-5                                       -2.088330e-01   
MentHlth_6-10                                      -2.614200e-02   
MentHlth_11-15                                     -2.084817e-02   
MentHlth_16-20                                     -6.418538e-03   
MentHlth_21-25                                     -6.556070e-03   
MentHlth_26-30                                     -5.529579e-02   
PhysHlth_0                                         -3.995039e-01   
PhysHlth_1-5                                        5.166083e-01   
PhysHlth_6-10                                       1.111818e-02   
PhysHlth_11-15                                     -4.840657e-03   
PhysHlth_16-20                                     -1.081042e-02   
PhysHlth_21-25                                     -3.571800e-03   
PhysHlth_26-30                                     -1.089997e-01   
Education_Never attended school or only kinderg... -1.376845e-03   
Education_Elementary                               -9.350265e-03   
Education_Some high school                         -2.105159e-02   
Education_High school graduate                      6.658644e-04   
Education_Some college or technical school          7.455503e-02   
Education_College graduate                         -4.344220e-02   
Income_Less than $10,000                           -1.599888e-02   
Income_$10,000-$14,999                             -2.232416e-02   
Income_$15,000-$19,999                             -1.483915e-02   
Income_$20,000-$24,999                             -2.196937e-03   
Income_$25,000-$34,999                             -4.867000e-03   
Income_$35,000-$49,999                              4.426048e-02   
Income_$50,000-$74,999                              2.887227e-02   
Income_$75,000 or more                             -1.290663e-02   
Sex_Female                                         -1.396819e-16   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                            -1.396819e-16   

                                                            PC10  ...  PC49  \
HighBP                                             -3.129700e-02  ...   0.0   
HighChol                                           -1.815850e-02  ...   0.0   
CholCheck                                          -3.204631e-03  ...   0.0   
Smoker                                             -1.061664e-02  ...   0.0   
Stroke                                              1.861843e-02  ...   0.0   
HeartDiseaseorAttack                                8.667453e-02  ...   0.0   
PhysActivity                                        6.604050e-01  ...   0.0   
Fruits                                             -3.211858e-01  ...   0.0   
Veggies                                            -1.649592e-01  ...   0.0   
HvyAlcoholConsump                                  -6.598093e-03  ...   0.0   
AnyHealthcare                                      -2.601734e-03  ...   0.0   
NoDocbcCost                                         2.503312e-02  ...   0.0   
DiffWalk                                           -1.762624e-03  ...   0.0   
BMI_Underweight                                     5.551115e-17  ...   0.0   
BMI_Healthy weight                                  1.873501e-16  ...   0.0   
BMI_Overweight                                     -2.567391e-16  ...   0.0   
BMI_Class 1 Obesity                                -3.144521e-16  ...   0.0   
BMI_Class 2 Obesity                                -1.734723e-18  ...   0.0   
BMI_Class 3 Obesity                                 5.551115e-17  ...   0.0   
GenHlth_Excellent                                   1.414125e-01  ...   0.0   
GenHlth_Very good                                  -3.228577e-01  ...   0.0   
GenHlth_Good                                       -1.368808e-01  ...   0.0   
GenHlth_Fair                                        3.163657e-01  ...   0.0   
GenHlth_Poor                                        1.960323e-03  ...   0.0   
MentHlth_0                                          3.373149e-02  ...   0.0   
MentHlth_1-5                                       -7.813751e-02  ...   0.0   
MentHlth_6-10                                       1.241767e-02  ...   0.0   
MentHlth_11-15                                      9.476221e-03  ...   0.0   
MentHlth_16-20                                      3.513382e-03  ...   0.0   
MentHlth_21-25                                     -2.504135e-04  ...   0.0   
MentHlth_26-30                                      1.924916e-02  ...   0.0   
PhysHlth_0                                          5.117856e-02  ...   0.0   
PhysHlth_1-5                                       -1.436018e-01  ...   0.0   
PhysHlth_6-10                                       1.634197e-02  ...   0.0   
PhysHlth_11-15                                      2.506547e-02  ...   0.0   
PhysHlth_16-20                                      1.925124e-03  ...   0.0   
PhysHlth_21-25                                      1.127972e-02  ...   0.0   
PhysHlth_26-30                                      3.781098e-02  ...   0.0   
Education_Never attended school or only kinderg...  7.930469e-04  ...   0.0   
Education_Elementary                                2.919427e-02  ...   0.0   
Education_Some high school                          5.950150e-02  ...   0.0   
Education_High school graduate                     -4.832781e-02  ...   0.0   
Education_Some college or technical school         -3.151078e-02  ...   0.0   
Education_College graduate                         -9.650221e-03  ...   0.0   
Income_Less than $10,000                            4.499693e-02  ...   0.0   
Income_$10,000-$14,999                              5.258267e-02  ...   0.0   
Income_$15,000-$19,999                              8.746489e-02  ...   0.0   
Income_$20,000-$24,999                             -1.330070e-02  ...   0.0   
Income_$25,000-$34,999                              9.446760e-02  ...   0.0   
Income_$35,000-$49,999                             -3.363961e-01  ...   0.0   
Income_$50,000-$74,999                              4.173323e-03  ...   0.0   
Income_$75,000 or more                              6.601141e-02  ...   0.0   
Sex_Female                                         -2.237092e-16  ...   0.0   
Sex_Male                                            0.000000e+00  ...   0.0   
Age_18-29                                           0.000000e+00  ...   0.0   
Age_30-49                                           0.000000e+00  ...   0.0   
Age_50-64                                           0.000000e+00  ...   1.0   
Age_65+                                            -2.237092e-16  ...   0.0   

                                                    PC50  PC51          PC52  \
HighBP                                               0.0   0.0  0.000000e+00   
HighChol                                             0.0   0.0  2.267964e-21   
CholCheck                                            0.0   0.0  1.115950e-20   
Smoker                                               0.0   0.0  1.310038e-20   
Stroke                                               0.0   0.0  2.616276e-20   
HeartDiseaseorAttack                                 0.0   0.0  5.295678e-20   
PhysActivity                                         0.0   0.0  3.862582e-21   
Fruits                                               0.0   0.0 -1.955894e-21   
Veggies                                              0.0   0.0  1.003009e-20   
HvyAlcoholConsump                                    0.0   0.0  1.800751e-19   
AnyHealthcare                                        0.0   0.0 -3.932228e-20   
NoDocbcCost                                          0.0   0.0 -6.986498e-19   
DiffWalk                                             0.0   0.0  4.371278e-20   
BMI_Underweight                                      0.0   0.0  2.749650e-10   
BMI_Healthy weight                                   0.0   0.0 -5.145754e-11   
BMI_Overweight                                       0.0   0.0  6.135909e-10   
BMI_Class 1 Obesity                                  0.0   0.0 -3.706742e-10   
BMI_Class 2 Obesity                                  0.0   0.0  5.041994e-10   
BMI_Class 3 Obesity                                  0.0   0.0  1.349880e-12   
GenHlth_Excellent                                    0.0   0.0 -1.456006e-10   
GenHlth_Very good                                    0.0   0.0 -1.456006e-10   
GenHlth_Good                                         0.0   0.0 -1.456006e-10   
GenHlth_Fair                                         0.0   0.0 -1.456006e-10   
GenHlth_Poor                                         0.0   0.0 -1.456006e-10   
MentHlth_0                                           0.0   0.0 -6.196080e-11   
MentHlth_1-5                                         0.0   0.0 -6.196080e-11   
MentHlth_6-10                                        0.0   0.0 -6.196080e-11   
MentHlth_11-15                                       0.0   0.0 -6.196080e-11   
MentHlth_16-20                                       0.0   0.0 -6.196080e-11   
MentHlth_21-25                                       0.0   0.0 -6.196080e-11   
MentHlth_26-30                                       0.0   0.0 -6.196080e-11   
PhysHlth_0                                           0.0   0.0 -3.244569e-12   
PhysHlth_1-5                                         0.0   0.0 -3.244569e-12   
PhysHlth_6-10                                        0.0   0.0 -3.244569e-12   
PhysHlth_11-15                                       0.0   0.0 -3.244569e-12   
PhysHlth_16-20                                       0.0   0.0 -3.244570e-12   
PhysHlth_21-25                                       0.0   0.0 -3.244569e-12   
PhysHlth_26-30                                       0.0   0.0 -3.244569e-12   
Education_Never attended school or only kinderg...   0.0   0.0 -3.991809e-11   
Education_Elementary                                 0.0   0.0 -3.991809e-11   
Education_Some high school                           0.0   0.0 -3.991809e-11   
Education_High school graduate                       0.0   0.0 -3.991809e-11   
Education_Some college or technical school           0.0   0.0 -3.991809e-11   
Education_College graduate                           0.0   0.0 -3.991809e-11   
Income_Less than $10,000                             0.0   0.0  4.298545e-10   
Income_$10,000-$14,999                               0.0   0.0  4.298545e-10   
Income_$15,000-$19,999                               0.0   0.0  4.298545e-10   
Income_$20,000-$24,999                               0.0   0.0  4.298545e-10   
Income_$25,000-$34,999                               0.0   0.0  4.298545e-10   
Income_$35,000-$49,999                               0.0   0.0  4.298545e-10   
Income_$50,000-$74,999                               0.0   0.0  4.298545e-10   
Income_$75,000 or more                               0.0   0.0  4.298545e-10   
Sex_Female                                           0.0   0.0  7.071068e-01   
Sex_Male                                             0.0   0.0  0.000000e+00   
Age_18-29                                            0.0   1.0  0.000000e+00   
Age_30-49                                            1.0   0.0  0.000000e+00   
Age_50-64                                            0.0   0.0  0.000000e+00   
Age_65+                                              0.0   0.0 -7.071068e-01   

                                                            PC53  \
HighBP                                              0.000000e+00   
HighChol                                            5.564578e-17   
CholCheck                                          -2.354522e-16   
Smoker                                             -5.433420e-18   
Stroke                                              7.022326e-17   
HeartDiseaseorAttack                                1.124415e-18   
PhysActivity                                        6.810208e-18   
Fruits                                             -2.388975e-16   
Veggies                                             2.020137e-16   
HvyAlcoholConsump                                   5.608564e-17   
AnyHealthcare                                       6.978687e-16   
NoDocbcCost                                         4.274801e-16   
DiffWalk                                            3.409253e-17   
BMI_Underweight                                    -3.345575e-02   
BMI_Healthy weight                                  6.683875e-02   
BMI_Overweight                                     -2.043262e-01   
BMI_Class 1 Obesity                                -2.827229e-01   
BMI_Class 2 Obesity                                -2.902018e-01   
BMI_Class 3 Obesity                                 6.936217e-02   
GenHlth_Excellent                                   1.462931e-02   
GenHlth_Very good                                   1.462931e-02   
GenHlth_Good                                        1.462931e-02   
GenHlth_Fair                                        1.462931e-02   
GenHlth_Poor                                        1.462931e-02   
MentHlth_0                                          1.276032e-01   
MentHlth_1-5                                        1.276032e-01   
MentHlth_6-10                                       1.276032e-01   
MentHlth_11-15                                      1.276032e-01   
MentHlth_16-20                                      1.276032e-01   
MentHlth_21-25                                      1.276032e-01   
MentHlth_26-30                                      1.276032e-01   
PhysHlth_0                                         -1.835967e-01   
PhysHlth_1-5                                       -1.835967e-01   
PhysHlth_6-10                                      -1.835967e-01   
PhysHlth_11-15                                     -1.835967e-01   
PhysHlth_16-20                                     -1.835967e-01   
PhysHlth_21-25                                     -1.835967e-01   
PhysHlth_26-30                                     -1.835967e-01   
Education_Never attended school or only kinderg... -1.177732e-01   
Education_Elementary                               -1.177732e-01   
Education_Some high school                         -1.177732e-01   
Education_High school graduate                     -1.177732e-01   
Education_Some college or technical school         -1.177732e-01   
Education_College graduate                         -1.177732e-01   
Income_Less than $10,000                            5.012987e-02   
Income_$10,000-$14,999                              5.012987e-02   
Income_$15,000-$19,999                              5.012987e-02   
Income_$20,000-$24,999                              5.012987e-02   
Income_$25,000-$34,999                              5.012987e-02   
Income_$35,000-$49,999                              5.012987e-02   
Income_$50,000-$74,999                              5.012987e-02   
Income_$75,000 or more                              5.012987e-02   
Sex_Female                                          4.058166e-01   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             4.058166e-01   

                                                            PC54  \
HighBP                                              2.352557e-16   
HighChol                                            9.558255e-17   
CholCheck                                          -2.155906e-15   
Smoker                                             -3.550313e-17   
Stroke                                              2.328477e-16   
HeartDiseaseorAttack                               -4.748618e-17   
PhysActivity                                       -1.838813e-16   
Fruits                                             -1.707867e-16   
Veggies                                             2.975008e-16   
HvyAlcoholConsump                                   2.891938e-18   
AnyHealthcare                                      -2.005023e-16   
NoDocbcCost                                         8.167793e-17   
DiffWalk                                            5.357654e-17   
BMI_Underweight                                     2.888508e-02   
BMI_Healthy weight                                  5.118531e-02   
BMI_Overweight                                      2.954258e-03   
BMI_Class 1 Obesity                                -4.826168e-02   
BMI_Class 2 Obesity                                -2.268146e-02   
BMI_Class 3 Obesity                                 8.623691e-04   
GenHlth_Excellent                                   3.650184e-01   
GenHlth_Very good                                   3.650184e-01   
GenHlth_Good                                        3.650184e-01   
GenHlth_Fair                                        3.650184e-01   
GenHlth_Poor                                        3.650184e-01   
MentHlth_0                                          1.503156e-01   
MentHlth_1-5                                        1.503156e-01   
MentHlth_6-10                                       1.503156e-01   
MentHlth_11-15                                      1.503156e-01   
MentHlth_16-20                                      1.503156e-01   
MentHlth_21-25                                      1.503156e-01   
MentHlth_26-30                                      1.503156e-01   
PhysHlth_0                                          9.321698e-02   
PhysHlth_1-5                                        9.321698e-02   
PhysHlth_6-10                                       9.321698e-02   
PhysHlth_11-15                                      9.321698e-02   
PhysHlth_16-20                                      9.321698e-02   
PhysHlth_21-25                                      9.321698e-02   
PhysHlth_26-30                                      9.321698e-02   
Education_Never attended school or only kinderg...  1.019284e-01   
Education_Elementary                                1.019284e-01   
Education_Some high school                          1.019284e-01   
Education_High school graduate                      1.019284e-01   
Education_Some college or technical school          1.019284e-01   
Education_College graduate                          1.019284e-01   
Income_Less than $10,000                            7.483220e-02   
Income_$10,000-$14,999                              7.483220e-02   
Income_$15,000-$19,999                              7.483220e-02   
Income_$20,000-$24,999                              7.483220e-02   
Income_$25,000-$34,999                              7.483220e-02   
Income_$35,000-$49,999                              7.483220e-02   
Income_$50,000-$74,999                              7.483220e-02   
Income_$75,000 or more                              7.483220e-02   
Sex_Female                                         -2.622702e-02   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -2.622702e-02   

                                                            PC55  \
HighBP                                             -0.000000e+00   
HighChol                                           -1.059920e-17   
CholCheck                                           6.277542e-16   
Smoker                                              2.659809e-18   
Stroke                                              1.667556e-16   
HeartDiseaseorAttack                               -8.579097e-17   
PhysActivity                                       -5.076406e-17   
Fruits                                              4.463764e-16   
Veggies                                            -1.403330e-16   
HvyAlcoholConsump                                  -2.133800e-16   
AnyHealthcare                                      -2.291215e-15   
NoDocbcCost                                         1.007300e-16   
DiffWalk                                           -5.614196e-17   
BMI_Underweight                                     1.695290e-01   
BMI_Healthy weight                                  1.296484e-01   
BMI_Overweight                                      7.825197e-02   
BMI_Class 1 Obesity                                -4.987026e-01   
BMI_Class 2 Obesity                                 6.477542e-03   
BMI_Class 3 Obesity                                 5.495741e-01   
GenHlth_Excellent                                  -8.384475e-02   
GenHlth_Very good                                  -8.384475e-02   
GenHlth_Good                                       -8.384475e-02   
GenHlth_Fair                                       -8.384475e-02   
GenHlth_Poor                                       -8.384475e-02   
MentHlth_0                                          1.048136e-01   
MentHlth_1-5                                        1.048136e-01   
MentHlth_6-10                                       1.048136e-01   
MentHlth_11-15                                      1.048136e-01   
MentHlth_16-20                                      1.048136e-01   
MentHlth_21-25                                      1.048136e-01   
MentHlth_26-30                                      1.048136e-01   
PhysHlth_0                                          1.385578e-01   
PhysHlth_1-5                                        1.385578e-01   
PhysHlth_6-10                                       1.385578e-01   
PhysHlth_11-15                                      1.385578e-01   
PhysHlth_16-20                                      1.385578e-01   
PhysHlth_21-25                                      1.385578e-01   
PhysHlth_26-30                                      1.385578e-01   
Education_Never attended school or only kinderg... -1.156085e-01   
Education_Elementary                               -1.156085e-01   
Education_Some high school                         -1.156085e-01   
Education_High school graduate                     -1.156085e-01   
Education_Some college or technical school         -1.156085e-01   
Education_College graduate                         -1.156085e-01   
Income_Less than $10,000                           -3.709666e-02   
Income_$10,000-$14,999                             -3.709666e-02   
Income_$15,000-$19,999                             -3.709666e-02   
Income_$20,000-$24,999                             -3.709666e-02   
Income_$25,000-$34,999                             -3.709666e-02   
Income_$35,000-$49,999                             -3.709666e-02   
Income_$50,000-$74,999                             -3.709666e-02   
Income_$75,000 or more                             -3.709666e-02   
Sex_Female                                         -1.730749e-01   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -1.730749e-01   

                                                            PC56  \
HighBP                                              0.000000e+00   
HighChol                                            4.239679e-17   
CholCheck                                          -3.661556e-16   
Smoker                                              1.941837e-17   
Stroke                                              1.256763e-16   
HeartDiseaseorAttack                                6.728249e-17   
PhysActivity                                        6.364796e-17   
Fruits                                             -1.095620e-16   
Veggies                                             1.389298e-16   
HvyAlcoholConsump                                  -2.251554e-16   
AnyHealthcare                                       3.274126e-16   
NoDocbcCost                                         1.821814e-16   
DiffWalk                                           -1.786879e-17   
BMI_Underweight                                     7.645652e-02   
BMI_Healthy weight                                 -1.296640e-01   
BMI_Overweight                                      2.070763e-01   
BMI_Class 1 Obesity                                 1.822079e-01   
BMI_Class 2 Obesity                                 6.720108e-01   
BMI_Class 3 Obesity                                -1.197573e-01   
GenHlth_Excellent                                   5.695249e-02   
GenHlth_Very good                                   5.695249e-02   
GenHlth_Good                                        5.695249e-02   
GenHlth_Fair                                        5.695249e-02   
GenHlth_Poor                                        5.695249e-02   
MentHlth_0                                          1.318978e-01   
MentHlth_1-5                                        1.318978e-01   
MentHlth_6-10                                       1.318978e-01   
MentHlth_11-15                                      1.318978e-01   
MentHlth_16-20                                      1.318978e-01   
MentHlth_21-25                                      1.318978e-01   
MentHlth_26-30                                      1.318978e-01   
PhysHlth_0                                         -7.093378e-02   
PhysHlth_1-5                                       -7.093378e-02   
PhysHlth_6-10                                      -7.093378e-02   
PhysHlth_11-15                                     -7.093378e-02   
PhysHlth_16-20                                     -7.093378e-02   
PhysHlth_21-25                                     -7.093378e-02   
PhysHlth_26-30                                     -7.093378e-02   
Education_Never attended school or only kinderg... -1.632200e-01   
Education_Elementary                               -1.632200e-01   
Education_Some high school                         -1.632200e-01   
Education_High school graduate                     -1.632200e-01   
Education_Some college or technical school         -1.632200e-01   
Education_College graduate                         -1.632200e-01   
Income_Less than $10,000                           -1.120200e-01   
Income_$10,000-$14,999                             -1.120200e-01   
Income_$15,000-$19,999                             -1.120200e-01   
Income_$20,000-$24,999                             -1.120200e-01   
Income_$25,000-$34,999                             -1.120200e-01   
Income_$35,000-$49,999                             -1.120200e-01   
Income_$50,000-$74,999                             -1.120200e-01   
Income_$75,000 or more                             -1.120200e-01   
Sex_Female                                          3.057981e-02   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             3.057981e-02   

                                                            PC57          PC58  
HighBP                                              0.000000e+00  0.000000e+00  
HighChol                                            3.709719e-17 -4.769639e-17  
CholCheck                                          -9.102230e-16  2.137169e-16  
Smoker                                              1.005272e-16 -3.844916e-17  
Stroke                                             -2.609277e-16 -2.175417e-16  
HeartDiseaseorAttack                                4.087924e-17  2.301171e-17  
PhysActivity                                        1.103315e-17 -1.069919e-16  
Fruits                                             -1.514869e-16 -3.648768e-16  
Veggies                                            -1.674103e-18  2.902823e-16  
HvyAlcoholConsump                                  -4.997910e-16 -3.374252e-16  
AnyHealthcare                                       5.923912e-15 -3.943399e-15  
NoDocbcCost                                         1.869225e-17 -3.380975e-16  
DiffWalk                                            5.081051e-17  3.428292e-17  
BMI_Underweight                                    -3.065711e-01  4.005843e-02  
BMI_Healthy weight                                  2.672869e-01 -2.532730e-01  
BMI_Overweight                                      5.018565e-01 -3.791158e-01  
BMI_Class 1 Obesity                                 1.889291e-01  6.279172e-01  
BMI_Class 2 Obesity                                -3.553800e-02  7.748870e-03  
BMI_Class 3 Obesity                                 5.714353e-01  5.050538e-01  
GenHlth_Excellent                                   9.472890e-02 -4.149644e-02  
GenHlth_Very good                                   9.472890e-02 -4.149644e-02  
GenHlth_Good                                        9.472890e-02 -4.149644e-02  
GenHlth_Fair                                        9.472890e-02 -4.149644e-02  
GenHlth_Poor                                        9.472890e-02 -4.149644e-02  
MentHlth_0                                         -8.840204e-02  6.345385e-02  
MentHlth_1-5                                       -8.840204e-02  6.345385e-02  
MentHlth_6-10                                      -8.840204e-02  6.345385e-02  
MentHlth_11-15                                     -8.840204e-02  6.345385e-02  
MentHlth_16-20                                     -8.840204e-02  6.345385e-02  
MentHlth_21-25                                     -8.840204e-02  6.345385e-02  
MentHlth_26-30                                     -8.840204e-02  6.345385e-02  
PhysHlth_0                                         -9.662978e-02  2.370307e-02  
PhysHlth_1-5                                       -9.662978e-02  2.370307e-02  
PhysHlth_6-10                                      -9.662978e-02  2.370307e-02  
PhysHlth_11-15                                     -9.662978e-02  2.370307e-02  
PhysHlth_16-20                                     -9.662978e-02  2.370307e-02  
PhysHlth_21-25                                     -9.662978e-02  2.370307e-02  
PhysHlth_26-30                                     -9.662978e-02  2.370307e-02  
Education_Never attended school or only kinderg...  3.975248e-02 -4.432256e-02  
Education_Elementary                                3.975248e-02 -4.432256e-02  
Education_Some high school                          3.975248e-02 -4.432256e-02  
Education_High school graduate                      3.975248e-02 -4.432256e-02  
Education_Some college or technical school          3.975248e-02 -4.432256e-02  
Education_College graduate                          3.975248e-02 -4.432256e-02  
Income_Less than $10,000                           -5.786475e-02  1.050083e-01  
Income_$10,000-$14,999                             -5.786475e-02  1.050083e-01  
Income_$15,000-$19,999                             -5.786475e-02  1.050083e-01  
Income_$20,000-$24,999                             -5.786475e-02  1.050083e-01  
Income_$25,000-$34,999                             -5.786475e-02  1.050083e-01  
Income_$35,000-$49,999                             -5.786475e-02  1.050083e-01  
Income_$50,000-$74,999                             -5.786475e-02  1.050083e-01  
Income_$75,000 or more                             -5.786475e-02  1.050083e-01  
Sex_Female                                          9.490746e-02 -1.363167e-02  
Sex_Male                                            0.000000e+00  0.000000e+00  
Age_18-29                                           0.000000e+00  0.000000e+00  
Age_30-49                                           0.000000e+00  0.000000e+00  
Age_50-64                                           0.000000e+00  0.000000e+00  
Age_65+                                             9.490746e-02 -1.363167e-02  

[58 rows x 58 columns]

PCA Results for Subset_44:
        PC1       PC2       PC3       PC4       PC5       PC6       PC7  \
0 -0.945594 -0.112904  0.695575  0.794698 -0.267370  0.431290 -0.415399   
1 -0.481473  0.884996  0.426695 -0.593853 -0.603708 -0.521039  0.344410   
2 -1.262310  0.781196  0.100833 -0.144517  0.143652  0.180816 -0.638566   
3  1.168903 -0.056645 -0.401619  0.873685 -0.159343 -0.751611  0.190384   
4 -0.064528  0.291327 -0.312177  0.258279 -0.200233 -0.078608 -0.571956   

        PC8       PC9      PC10  ...  PC49  PC50  PC51  PC52          PC53  \
0  0.523037 -0.143396 -0.539983  ...   0.0   0.0   0.0   0.0 -1.110223e-16   
1  0.040095  0.791274 -0.601014  ...   0.0   0.0   0.0   0.0 -3.330669e-16   
2  0.374564  0.247193 -0.228029  ...   0.0   0.0   0.0   0.0  1.665335e-16   
3 -0.313034  0.416430 -0.050560  ...   0.0   0.0   0.0   0.0  2.220446e-16   
4 -0.556816 -0.014760  1.095107  ...   0.0   0.0   0.0   0.0 -1.110223e-16   

           PC54          PC55          PC56          PC57          PC58  
0  3.330669e-16 -3.330669e-16  1.387779e-17  6.661338e-16  5.551115e-16  
1 -1.110223e-16  4.440892e-16 -3.330669e-16 -5.551115e-17 -2.220446e-16  
2  7.771561e-16 -4.440892e-16 -8.326673e-17  1.665335e-16  6.661338e-16  
3  1.110223e-16 -4.440892e-16 -8.326673e-17  2.220446e-16  3.330669e-16  
4  0.000000e+00 -2.220446e-16  6.938894e-16  1.665335e-16  2.220446e-16  

[5 rows x 58 columns]
No description has been provided for this image
For Subset_44, retain 24 components to explain 90% of the variance.


Explained Variance for Subset_45:
[1.12189407e-01 7.46229911e-02 6.41708581e-02 5.69630748e-02
 5.19207917e-02 5.05512350e-02 4.64849703e-02 4.31047197e-02
 3.90934531e-02 3.88591856e-02 3.77645323e-02 3.62400382e-02
 3.30437568e-02 3.16053491e-02 3.09064595e-02 2.79366351e-02
 2.59892457e-02 2.50202000e-02 1.97954736e-02 1.54152828e-02
 1.48748455e-02 1.35860116e-02 1.28349182e-02 1.12890077e-02
 1.03366087e-02 9.07200094e-03 8.43837268e-03 8.04564925e-03
 7.63593147e-03 7.09640819e-03 6.35330746e-03 5.70975517e-03
 4.68368341e-03 4.35061739e-03 3.83144501e-03 2.97729026e-03
 2.48721822e-03 1.93798595e-03 1.86805492e-03 8.26234172e-04
 8.69940494e-05 8.33594892e-18 6.73762438e-18 4.82674052e-18
 2.73487032e-18 1.00466783e-18 6.43631507e-34 1.04317370e-34
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00]

Cumulative Variance for Subset_45:
[0.11218941 0.1868124  0.25098326 0.30794633 0.35986712 0.41041836
 0.45690333 0.50000805 0.5391015  0.57796069 0.61572522 0.65196526
 0.68500901 0.71661436 0.74752082 0.77545746 0.8014467  0.8264669
 0.84626238 0.86167766 0.87655251 0.89013852 0.90297344 0.91426244
 0.92459905 0.93367105 0.94210943 0.95015507 0.95779101 0.96488741
 0.97124072 0.97695048 0.98163416 0.98598478 0.98981622 0.99279351
 0.99528073 0.99721872 0.99908677 0.99991301 1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.        ]

Loadings for Subset_45:
                                                             PC1  \
HighBP                                              1.186914e-01   
HighChol                                            1.746680e-01   
CholCheck                                          -8.654348e-05   
Smoker                                              1.479171e-01   
Stroke                                              7.219250e-02   
HeartDiseaseorAttack                                2.098837e-01   
PhysActivity                                       -2.534832e-01   
Fruits                                             -1.180872e-01   
Veggies                                            -8.907583e-02   
HvyAlcoholConsump                                  -1.018763e-02   
AnyHealthcare                                      -2.525195e-03   
NoDocbcCost                                         4.872424e-02   
DiffWalk                                            4.038758e-01   
BMI_Underweight                                    -1.323489e-23   
BMI_Healthy weight                                  1.654361e-24   
BMI_Overweight                                     -1.033976e-25   
BMI_Class 1 Obesity                                 2.584939e-26   
BMI_Class 2 Obesity                                -7.925948e-17   
BMI_Class 3 Obesity                                 4.038968e-28   
GenHlth_Excellent                                  -5.035621e-02   
GenHlth_Very good                                  -2.263157e-01   
GenHlth_Good                                       -1.261605e-01   
GenHlth_Fair                                        2.436385e-01   
GenHlth_Poor                                        1.591939e-01   
MentHlth_0                                         -2.053999e-01   
MentHlth_1-5                                        5.236859e-02   
MentHlth_6-10                                       3.676182e-02   
MentHlth_11-15                                      3.193204e-02   
MentHlth_16-20                                      1.183878e-02   
MentHlth_21-25                                      6.735108e-03   
MentHlth_26-30                                      6.576357e-02   
PhysHlth_0                                         -4.026463e-01   
PhysHlth_1-5                                        6.183308e-02   
PhysHlth_6-10                                       4.221446e-02   
PhysHlth_11-15                                      3.490946e-02   
PhysHlth_16-20                                      2.816682e-02   
PhysHlth_21-25                                      1.214193e-02   
PhysHlth_26-30                                      2.233806e-01   
Education_Never attended school or only kinderg...  8.875909e-04   
Education_Elementary                                9.141090e-03   
Education_Some high school                          2.875169e-02   
Education_High school graduate                      1.472029e-01   
Education_Some college or technical school          1.241794e-01   
Education_College graduate                         -3.101626e-01   
Income_Less than $10,000                            1.689128e-02   
Income_$10,000-$14,999                              3.451448e-02   
Income_$15,000-$19,999                              5.336781e-02   
Income_$20,000-$24,999                              6.017934e-02   
Income_$25,000-$34,999                              6.954499e-02   
Income_$35,000-$49,999                              2.850575e-02   
Income_$50,000-$74,999                             -2.156513e-02   
Income_$75,000 or more                             -2.414385e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -7.925948e-17   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -7.925948e-17   

                                                             PC2  \
HighBP                                              1.178110e-02   
HighChol                                            4.232133e-02   
CholCheck                                           8.492972e-03   
Smoker                                             -8.457400e-02   
Stroke                                              1.736763e-02   
HeartDiseaseorAttack                                9.970437e-02   
PhysActivity                                        6.803207e-02   
Fruits                                              1.152697e-01   
Veggies                                             1.857176e-01   
HvyAlcoholConsump                                  -5.696061e-03   
AnyHealthcare                                       1.448733e-02   
NoDocbcCost                                         2.311374e-02   
DiffWalk                                            1.407006e-01   
BMI_Underweight                                    -4.336809e-19   
BMI_Healthy weight                                  0.000000e+00   
BMI_Overweight                                     -2.710505e-20   
BMI_Class 1 Obesity                                -6.776264e-21   
BMI_Class 2 Obesity                                -5.776420e-17   
BMI_Class 3 Obesity                                 4.235165e-22   
GenHlth_Excellent                                   7.527229e-03   
GenHlth_Very good                                   6.277003e-02   
GenHlth_Good                                       -2.539145e-01   
GenHlth_Fair                                        1.165184e-01   
GenHlth_Poor                                        6.709883e-02   
MentHlth_0                                         -1.395360e-01   
MentHlth_1-5                                        6.288582e-02   
MentHlth_6-10                                       2.014686e-02   
MentHlth_11-15                                      9.782261e-03   
MentHlth_16-20                                      5.314523e-03   
MentHlth_21-25                                      3.059912e-03   
MentHlth_26-30                                      3.834665e-02   
PhysHlth_0                                         -4.085348e-01   
PhysHlth_1-5                                        1.983630e-01   
PhysHlth_6-10                                       3.917832e-02   
PhysHlth_11-15                                      3.580966e-02   
PhysHlth_16-20                                      1.230418e-02   
PhysHlth_21-25                                      7.787202e-03   
PhysHlth_26-30                                      1.150924e-01   
Education_Never attended school or only kinderg...  6.798442e-04   
Education_Elementary                               -9.739698e-03   
Education_Some high school                         -9.592935e-03   
Education_High school graduate                     -3.914089e-01   
Education_Some college or technical school         -1.212042e-01   
Education_College graduate                          5.312658e-01   
Income_Less than $10,000                            7.063602e-03   
Income_$10,000-$14,999                             -1.589945e-04   
Income_$15,000-$19,999                             -3.362878e-02   
Income_$20,000-$24,999                             -5.104216e-02   
Income_$25,000-$34,999                             -1.051728e-01   
Income_$35,000-$49,999                             -8.024414e-02   
Income_$50,000-$74,999                             -5.126723e-02   
Income_$75,000 or more                              3.144505e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                           -5.776237e-17   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                            -5.776237e-17   

                                                             PC3  \
HighBP                                              1.030671e-01   
HighChol                                            1.098864e-01   
CholCheck                                           3.891045e-03   
Smoker                                              6.254170e-02   
Stroke                                              4.939070e-03   
HeartDiseaseorAttack                                1.101716e-01   
PhysActivity                                        1.245408e-01   
Fruits                                              6.799175e-02   
Veggies                                             8.060143e-02   
HvyAlcoholConsump                                   1.443742e-03   
AnyHealthcare                                      -8.875300e-03   
NoDocbcCost                                         1.754968e-03   
DiffWalk                                           -3.015723e-02   
BMI_Underweight                                    -0.000000e+00   
BMI_Healthy weight                                  4.336809e-19   
BMI_Overweight                                     -1.084202e-19   
BMI_Class 1 Obesity                                 5.421011e-20   
BMI_Class 2 Obesity                                -3.897653e-17   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                  -3.907379e-02   
GenHlth_Very good                                  -4.707977e-01   
GenHlth_Good                                        7.475721e-01   
GenHlth_Fair                                       -1.953207e-01   
GenHlth_Poor                                       -4.237983e-02   
MentHlth_0                                         -3.926816e-02   
MentHlth_1-5                                        4.247395e-02   
MentHlth_6-10                                       7.100315e-03   
MentHlth_11-15                                     -4.666224e-03   
MentHlth_16-20                                      3.741554e-04   
MentHlth_21-25                                      3.255390e-05   
MentHlth_26-30                                     -6.046591e-03   
PhysHlth_0                                         -1.829708e-01   
PhysHlth_1-5                                        2.161663e-01   
PhysHlth_6-10                                       2.783793e-02   
PhysHlth_11-15                                      1.503881e-02   
PhysHlth_16-20                                     -4.171469e-03   
PhysHlth_21-25                                     -2.072044e-03   
PhysHlth_26-30                                     -6.982879e-02   
Education_Never attended school or only kinderg... -2.872707e-04   
Education_Elementary                               -1.089113e-02   
Education_Some high school                         -1.320093e-02   
Education_High school graduate                     -8.204608e-02   
Education_Some college or technical school          2.017627e-02   
Education_College graduate                          8.624914e-02   
Income_Less than $10,000                           -5.540779e-03   
Income_$10,000-$14,999                             -6.061873e-03   
Income_$15,000-$19,999                             -2.481794e-02   
Income_$20,000-$24,999                             -1.243965e-02   
Income_$25,000-$34,999                             -3.751647e-02   
Income_$35,000-$49,999                              6.060567e-02   
Income_$50,000-$74,999                             -8.578355e-03   
Income_$75,000 or more                              3.434940e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -3.899702e-17   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -3.899702e-17   

                                                             PC4  \
HighBP                                              3.640056e-02   
HighChol                                            7.246634e-02   
CholCheck                                           9.446659e-04   
Smoker                                              1.584854e-02   
Stroke                                             -7.372533e-03   
HeartDiseaseorAttack                                6.971203e-03   
PhysActivity                                        1.688880e-01   
Fruits                                              3.672751e-01   
Veggies                                             2.164248e-01   
HvyAlcoholConsump                                   3.407251e-03   
AnyHealthcare                                       4.683896e-03   
NoDocbcCost                                         3.056880e-03   
DiffWalk                                           -1.349633e-03   
BMI_Underweight                                     5.551115e-17   
BMI_Healthy weight                                 -1.387779e-17   
BMI_Overweight                                      6.938894e-18   
BMI_Class 1 Obesity                                -3.469447e-18   
BMI_Class 2 Obesity                                -1.248670e-17   
BMI_Class 3 Obesity                                 8.673617e-19   
GenHlth_Excellent                                  -1.251555e-02   
GenHlth_Very good                                   1.554765e-01   
GenHlth_Good                                       -6.946799e-02   
GenHlth_Fair                                       -6.739410e-02   
GenHlth_Poor                                       -6.098863e-03   
MentHlth_0                                         -4.121411e-02   
MentHlth_1-5                                        3.368808e-02   
MentHlth_6-10                                       5.761279e-03   
MentHlth_11-15                                      9.377550e-04   
MentHlth_16-20                                      1.139324e-04   
MentHlth_21-25                                     -1.109164e-03   
MentHlth_26-30                                      1.822227e-03   
PhysHlth_0                                          1.748688e-02   
PhysHlth_1-5                                        2.621509e-02   
PhysHlth_6-10                                      -6.697316e-03   
PhysHlth_11-15                                      3.430301e-03   
PhysHlth_16-20                                     -4.259485e-03   
PhysHlth_21-25                                      6.791930e-03   
PhysHlth_26-30                                     -4.296739e-02   
Education_Never attended school or only kinderg...  2.873985e-05   
Education_Elementary                                9.263129e-04   
Education_Some high school                         -1.137570e-02   
Education_High school graduate                     -3.882842e-01   
Education_Some college or technical school          6.957512e-01   
Education_College graduate                         -2.970463e-01   
Income_Less than $10,000                            4.734997e-03   
Income_$10,000-$14,999                             -2.573338e-02   
Income_$15,000-$19,999                             -3.756804e-02   
Income_$20,000-$24,999                             -1.079656e-04   
Income_$25,000-$34,999                             -3.004758e-02   
Income_$35,000-$49,999                              9.901877e-02   
Income_$50,000-$74,999                              5.462446e-02   
Income_$75,000 or more                             -6.492125e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                           -1.093798e-17   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                            -1.093798e-17   

                                                             PC5  \
HighBP                                              2.879943e-01   
HighChol                                            6.614030e-01   
CholCheck                                           9.223378e-03   
Smoker                                              2.953735e-01   
Stroke                                              2.698765e-02   
HeartDiseaseorAttack                                3.036023e-01   
PhysActivity                                        4.700525e-02   
Fruits                                             -2.002210e-01   
Veggies                                            -5.995330e-02   
HvyAlcoholConsump                                   1.037838e-02   
AnyHealthcare                                       6.479283e-03   
NoDocbcCost                                        -2.739604e-02   
DiffWalk                                           -4.564537e-02   
BMI_Underweight                                     1.387779e-17   
BMI_Healthy weight                                 -1.387779e-17   
BMI_Overweight                                     -6.938894e-18   
BMI_Class 1 Obesity                                 3.469447e-18   
BMI_Class 2 Obesity                                 1.132637e-16   
BMI_Class 3 Obesity                                -3.469447e-18   
GenHlth_Excellent                                  -3.749341e-02   
GenHlth_Very good                                   5.275088e-02   
GenHlth_Good                                       -3.078741e-02   
GenHlth_Fair                                        3.056163e-02   
GenHlth_Poor                                       -1.503168e-02   
MentHlth_0                                          3.627384e-02   
MentHlth_1-5                                       -2.672067e-02   
MentHlth_6-10                                      -4.920735e-03   
MentHlth_11-15                                      1.412929e-03   
MentHlth_16-20                                     -1.904056e-03   
MentHlth_21-25                                      2.692509e-03   
MentHlth_26-30                                     -6.833821e-03   
PhysHlth_0                                          3.060463e-01   
PhysHlth_1-5                                       -2.435580e-01   
PhysHlth_6-10                                      -1.639573e-02   
PhysHlth_11-15                                      6.685281e-04   
PhysHlth_16-20                                     -3.112800e-03   
PhysHlth_21-25                                     -9.066722e-03   
PhysHlth_26-30                                     -3.458159e-02   
Education_Never attended school or only kinderg... -1.059600e-03   
Education_Elementary                               -8.809976e-03   
Education_Some high school                         -1.457342e-02   
Education_High school graduate                     -1.238379e-01   
Education_Some college or technical school          2.877672e-02   
Education_College graduate                          1.195042e-01   
Income_Less than $10,000                           -6.814640e-03   
Income_$10,000-$14,999                             -9.514290e-03   
Income_$15,000-$19,999                             -3.168620e-02   
Income_$20,000-$24,999                             -3.033112e-02   
Income_$25,000-$34,999                              5.283122e-02   
Income_$35,000-$49,999                             -1.462815e-01   
Income_$50,000-$74,999                             -2.985381e-03   
Income_$75,000 or more                              1.747819e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                            1.050504e-16   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                             1.050504e-16   

                                                             PC6  \
HighBP                                             -1.603315e-02   
HighChol                                            1.098759e-01   
CholCheck                                           5.514713e-03   
Smoker                                              2.729436e-01   
Stroke                                              3.130994e-02   
HeartDiseaseorAttack                                1.315259e-01   
PhysActivity                                        2.897566e-01   
Fruits                                              6.517100e-01   
Veggies                                             2.742482e-01   
HvyAlcoholConsump                                  -7.783695e-03   
AnyHealthcare                                      -1.257925e-04   
NoDocbcCost                                         7.133947e-03   
DiffWalk                                           -2.759597e-02   
BMI_Underweight                                    -6.938894e-18   
BMI_Healthy weight                                  3.469447e-17   
BMI_Overweight                                     -9.714451e-17   
BMI_Class 1 Obesity                                -5.551115e-17   
BMI_Class 2 Obesity                                 3.400593e-16   
BMI_Class 3 Obesity                                 1.110223e-16   
GenHlth_Excellent                                   3.600184e-03   
GenHlth_Very good                                  -2.642363e-02   
GenHlth_Good                                       -1.057169e-01   
GenHlth_Fair                                        1.171003e-01   
GenHlth_Poor                                        1.143996e-02   
MentHlth_0                                         -6.351730e-02   
MentHlth_1-5                                        2.932117e-02   
MentHlth_6-10                                      -2.373440e-03   
MentHlth_11-15                                      2.279851e-02   
MentHlth_16-20                                     -6.526481e-05   
MentHlth_21-25                                      2.957131e-03   
MentHlth_26-30                                      1.087920e-02   
PhysHlth_0                                          4.499116e-02   
PhysHlth_1-5                                       -4.245529e-02   
PhysHlth_6-10                                      -3.990836e-03   
PhysHlth_11-15                                      1.629428e-02   
PhysHlth_16-20                                     -8.181920e-03   
PhysHlth_21-25                                     -3.436506e-03   
PhysHlth_26-30                                     -3.220889e-03   
Education_Never attended school or only kinderg...  1.849233e-04   
Education_Elementary                                1.017379e-02   
Education_Some high school                         -4.697113e-03   
Education_High school graduate                      3.809850e-01   
Education_Some college or technical school         -3.332660e-01   
Education_College graduate                         -5.338065e-02   
Income_Less than $10,000                            4.388627e-04   
Income_$10,000-$14,999                              1.578293e-02   
Income_$15,000-$19,999                              3.990417e-04   
Income_$20,000-$24,999                              5.774126e-02   
Income_$25,000-$34,999                              4.980522e-03   
Income_$35,000-$49,999                              5.395300e-02   
Income_$50,000-$74,999                             -7.009926e-02   
Income_$75,000 or more                             -6.319636e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                            1.613475e-16   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                             1.613475e-16   

                                                             PC7  \
HighBP                                              1.392848e-01   
HighChol                                            2.071583e-01   
CholCheck                                           1.415662e-03   
Smoker                                             -8.318778e-02   
Stroke                                              1.051151e-02   
HeartDiseaseorAttack                               -5.800239e-02   
PhysActivity                                        4.997429e-01   
Fruits                                             -2.772319e-01   
Veggies                                            -1.769964e-01   
HvyAlcoholConsump                                   2.220467e-03   
AnyHealthcare                                       1.392881e-03   
NoDocbcCost                                         8.606978e-03   
DiffWalk                                           -3.247457e-01   
BMI_Underweight                                    -0.000000e+00   
BMI_Healthy weight                                 -5.551115e-17   
BMI_Overweight                                     -0.000000e+00   
BMI_Class 1 Obesity                                -2.775558e-17   
BMI_Class 2 Obesity                                -1.747271e-16   
BMI_Class 3 Obesity                                -1.387779e-17   
GenHlth_Excellent                                  -3.143176e-02   
GenHlth_Very good                                   2.368400e-01   
GenHlth_Good                                       -1.228309e-01   
GenHlth_Fair                                        1.525136e-02   
GenHlth_Poor                                       -9.782873e-02   
MentHlth_0                                         -1.554037e-01   
MentHlth_1-5                                        1.542233e-01   
MentHlth_6-10                                       7.950950e-03   
MentHlth_11-15                                      1.251268e-03   
MentHlth_16-20                                      4.831746e-03   
MentHlth_21-25                                     -7.847732e-04   
MentHlth_26-30                                     -1.206885e-02   
PhysHlth_0                                         -2.658118e-01   
PhysHlth_1-5                                        3.972374e-01   
PhysHlth_6-10                                       2.232873e-02   
PhysHlth_11-15                                      6.548726e-03   
PhysHlth_16-20                                     -5.590959e-03   
PhysHlth_21-25                                     -3.505398e-03   
PhysHlth_26-30                                     -1.512067e-01   
Education_Never attended school or only kinderg... -1.317631e-03   
Education_Elementary                               -1.764785e-02   
Education_Some high school                         -1.040951e-02   
Education_High school graduate                      1.708719e-01   
Education_Some college or technical school         -3.296008e-02   
Education_College graduate                         -1.085368e-01   
Income_Less than $10,000                           -1.011716e-02   
Income_$10,000-$14,999                             -1.729749e-02   
Income_$15,000-$19,999                             -6.210660e-03   
Income_$20,000-$24,999                             -1.060620e-02   
Income_$25,000-$34,999                              7.927972e-03   
Income_$35,000-$49,999                              1.147906e-01   
Income_$50,000-$74,999                              6.662985e-02   
Income_$75,000 or more                             -1.451169e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -1.715948e-16   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -1.715948e-16   

                                                             PC8  \
HighBP                                             -1.650891e-01   
HighChol                                           -2.463179e-01   
CholCheck                                          -2.364942e-03   
Smoker                                              8.009668e-01   
Stroke                                             -2.611190e-02   
HeartDiseaseorAttack                               -1.635697e-01   
PhysActivity                                        1.179655e-01   
Fruits                                             -1.866444e-01   
Veggies                                            -7.873429e-02   
HvyAlcoholConsump                                   2.971676e-02   
AnyHealthcare                                      -5.665808e-03   
NoDocbcCost                                         2.162312e-03   
DiffWalk                                            5.362935e-02   
BMI_Underweight                                    -2.775558e-17   
BMI_Healthy weight                                 -1.110223e-16   
BMI_Overweight                                      5.551115e-17   
BMI_Class 1 Obesity                                -5.551115e-17   
BMI_Class 2 Obesity                                -4.708413e-17   
BMI_Class 3 Obesity                                -1.387779e-17   
GenHlth_Excellent                                   6.510980e-03   
GenHlth_Very good                                   1.165018e-01   
GenHlth_Good                                       -5.451856e-03   
GenHlth_Fair                                       -1.757144e-01   
GenHlth_Poor                                        5.815343e-02   
MentHlth_0                                          8.181643e-03   
MentHlth_1-5                                       -1.308125e-02   
MentHlth_6-10                                      -9.485787e-03   
MentHlth_11-15                                      1.084751e-02   
MentHlth_16-20                                      3.678344e-03   
MentHlth_21-25                                      9.527161e-04   
MentHlth_26-30                                     -1.093170e-03   
PhysHlth_0                                         -1.064931e-01   
PhysHlth_1-5                                        8.627754e-02   
PhysHlth_6-10                                      -5.942846e-03   
PhysHlth_11-15                                     -1.578397e-02   
PhysHlth_16-20                                      3.390642e-03   
PhysHlth_21-25                                      4.606843e-03   
PhysHlth_26-30                                      3.394487e-02   
Education_Never attended school or only kinderg... -8.957607e-04   
Education_Elementary                                5.781447e-03   
Education_Some high school                          2.971778e-02   
Education_High school graduate                     -3.307199e-02   
Education_Some college or technical school          6.110858e-02   
Education_College graduate                         -6.264005e-02   
Income_Less than $10,000                           -2.572661e-03   
Income_$10,000-$14,999                              7.898409e-04   
Income_$15,000-$19,999                              1.989484e-02   
Income_$20,000-$24,999                              2.273893e-02   
Income_$25,000-$34,999                             -8.579311e-02   
Income_$35,000-$49,999                              8.563965e-03   
Income_$50,000-$74,999                             -2.020761e-01   
Income_$75,000 or more                              2.384543e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -2.185960e-17   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -2.185960e-17   

                                                             PC9  \
HighBP                                             -1.119813e-01   
HighChol                                           -2.660726e-01   
CholCheck                                          -3.448717e-03   
Smoker                                              1.444884e-01   
Stroke                                              4.020865e-02   
HeartDiseaseorAttack                                1.373610e-01   
PhysActivity                                        2.988087e-01   
Fruits                                             -2.163265e-01   
Veggies                                             1.246548e-01   
HvyAlcoholConsump                                   1.518638e-02   
AnyHealthcare                                       1.083274e-02   
NoDocbcCost                                         4.704882e-02   
DiffWalk                                            7.351244e-02   
BMI_Underweight                                     8.326673e-17   
BMI_Healthy weight                                  1.249001e-16   
BMI_Overweight                                     -2.775558e-17   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                 1.025160e-16   
BMI_Class 3 Obesity                                -1.249001e-16   
GenHlth_Excellent                                   2.725129e-02   
GenHlth_Very good                                  -1.030152e-01   
GenHlth_Good                                        6.379867e-03   
GenHlth_Fair                                        2.400178e-02   
GenHlth_Poor                                        4.538227e-02   
MentHlth_0                                         -3.851740e-01   
MentHlth_1-5                                        2.011557e-01   
MentHlth_6-10                                       4.684318e-02   
MentHlth_11-15                                      3.588077e-02   
MentHlth_16-20                                      1.555794e-02   
MentHlth_21-25                                      2.984725e-03   
MentHlth_26-30                                      8.275167e-02   
PhysHlth_0                                          1.883065e-01   
PhysHlth_1-5                                       -2.812556e-01   
PhysHlth_6-10                                       2.800240e-02   
PhysHlth_11-15                                      3.031160e-02   
PhysHlth_16-20                                      9.878581e-03   
PhysHlth_21-25                                      6.843511e-03   
PhysHlth_26-30                                      1.791309e-02   
Education_Never attended school or only kinderg...  7.001153e-04   
Education_Elementary                                9.721891e-03   
Education_Some high school                          2.163669e-02   
Education_High school graduate                     -1.773648e-01   
Education_Some college or technical school         -4.877784e-02   
Education_College graduate                          1.940839e-01   
Income_Less than $10,000                            1.891476e-02   
Income_$10,000-$14,999                              6.443967e-03   
Income_$15,000-$19,999                             -2.301647e-02   
Income_$20,000-$24,999                             -5.353975e-03   
Income_$25,000-$34,999                              2.496571e-04   
Income_$35,000-$49,999                             -2.128873e-02   
Income_$50,000-$74,999                              4.068467e-01   
Income_$75,000 or more                             -3.827959e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                           -2.773363e-17   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                            -2.773363e-17   

                                                            PC10  ...  PC49  \
HighBP                                              6.867033e-02  ...   0.0   
HighChol                                            1.555710e-01  ...   0.0   
CholCheck                                           1.856764e-03  ...   0.0   
Smoker                                              2.907004e-01  ...   0.0   
Stroke                                             -2.710401e-02  ...   0.0   
HeartDiseaseorAttack                               -1.212929e-01  ...   0.0   
PhysActivity                                       -4.035703e-01  ...   0.0   
Fruits                                              9.849185e-02  ...   0.0   
Veggies                                             1.028073e-01  ...   0.0   
HvyAlcoholConsump                                   7.315982e-03  ...   0.0   
AnyHealthcare                                      -2.567062e-03  ...   0.0   
NoDocbcCost                                        -4.506350e-02  ...   0.0   
DiffWalk                                           -6.753401e-02  ...   0.0   
BMI_Underweight                                    -8.326673e-17  ...   0.0   
BMI_Healthy weight                                  1.734723e-18  ...   0.0   
BMI_Overweight                                      1.387779e-16  ...   0.0   
BMI_Class 1 Obesity                                -2.775558e-17  ...   0.0   
BMI_Class 2 Obesity                                -3.210896e-16  ...   0.0   
BMI_Class 3 Obesity                                -2.428613e-16  ...   0.0   
GenHlth_Excellent                                  -3.797685e-02  ...   0.0   
GenHlth_Very good                                   1.987415e-01  ...   0.0   
GenHlth_Good                                       -2.098172e-03  ...   0.0   
GenHlth_Fair                                       -1.017683e-01  ...   0.0   
GenHlth_Poor                                       -5.689815e-02  ...   0.0   
MentHlth_0                                          2.379963e-01  ...   0.0   
MentHlth_1-5                                       -1.252531e-01  ...   0.0   
MentHlth_6-10                                      -2.341232e-02  ...   0.0   
MentHlth_11-15                                     -2.074998e-02  ...   0.0   
MentHlth_16-20                                     -7.951192e-03  ...   0.0   
MentHlth_21-25                                     -3.365796e-03  ...   0.0   
MentHlth_26-30                                     -5.726392e-02  ...   0.0   
PhysHlth_0                                         -1.216949e-01  ...   0.0   
PhysHlth_1-5                                        2.145349e-01  ...   0.0   
PhysHlth_6-10                                      -1.604032e-02  ...   0.0   
PhysHlth_11-15                                     -3.940679e-03  ...   0.0   
PhysHlth_16-20                                     -3.303281e-03  ...   0.0   
PhysHlth_21-25                                     -5.934131e-03  ...   0.0   
PhysHlth_26-30                                     -6.362158e-02  ...   0.0   
Education_Never attended school or only kinderg... -9.218610e-04  ...   0.0   
Education_Elementary                               -7.485046e-03  ...   0.0   
Education_Some high school                         -2.101149e-02  ...   0.0   
Education_High school graduate                     -5.680650e-02  ...   0.0   
Education_Some college or technical school         -1.072327e-01  ...   0.0   
Education_College graduate                          1.934576e-01  ...   0.0   
Income_Less than $10,000                           -1.762519e-02  ...   0.0   
Income_$10,000-$14,999                             -1.493867e-02  ...   0.0   
Income_$15,000-$19,999                             -2.369901e-02  ...   0.0   
Income_$20,000-$24,999                             -6.146410e-02  ...   0.0   
Income_$25,000-$34,999                             -1.376629e-01  ...   0.0   
Income_$35,000-$49,999                              1.423103e-01  ...   0.0   
Income_$50,000-$74,999                              4.934671e-01  ...   0.0   
Income_$75,000 or more                             -3.803876e-01  ...   0.0   
Sex_Female                                          0.000000e+00  ...   0.0   
Sex_Male                                           -1.869045e-16  ...   0.0   
Age_18-29                                           0.000000e+00  ...   1.0   
Age_30-49                                           0.000000e+00  ...   0.0   
Age_50-64                                           0.000000e+00  ...   0.0   
Age_65+                                            -1.869045e-16  ...   0.0   

                                                    PC50  PC51          PC52  \
HighBP                                               0.0   0.0 -0.000000e+00   
HighChol                                             0.0   0.0 -1.452548e-17   
CholCheck                                            0.0   0.0  1.354986e-15   
Smoker                                               0.0   0.0 -3.093454e-17   
Stroke                                               0.0   0.0 -1.509332e-17   
HeartDiseaseorAttack                                 0.0   0.0 -2.487260e-17   
PhysActivity                                         0.0   0.0 -2.750071e-17   
Fruits                                               0.0   0.0  1.048033e-16   
Veggies                                              0.0   0.0 -1.356799e-16   
HvyAlcoholConsump                                    0.0   0.0  3.504907e-16   
AnyHealthcare                                        0.0   0.0 -4.178827e-17   
NoDocbcCost                                          0.0   0.0  3.420208e-16   
DiffWalk                                             0.0   0.0 -4.302900e-17   
BMI_Underweight                                      0.0   0.0 -6.167452e-02   
BMI_Healthy weight                                   0.0   0.0  1.233601e-02   
BMI_Overweight                                       0.0   0.0  2.512472e-01   
BMI_Class 1 Obesity                                  0.0   0.0  2.631037e-01   
BMI_Class 2 Obesity                                  0.0   0.0  6.720581e-01   
BMI_Class 3 Obesity                                  0.0   0.0  4.196207e-01   
GenHlth_Excellent                                    0.0   0.0  6.730346e-02   
GenHlth_Very good                                    0.0   0.0  6.730346e-02   
GenHlth_Good                                         0.0   0.0  6.730346e-02   
GenHlth_Fair                                         0.0   0.0  6.730346e-02   
GenHlth_Poor                                         0.0   0.0  6.730346e-02   
MentHlth_0                                           0.0   0.0 -1.184233e-01   
MentHlth_1-5                                         0.0   0.0 -1.184233e-01   
MentHlth_6-10                                        0.0   0.0 -1.184233e-01   
MentHlth_11-15                                       0.0   0.0 -1.184233e-01   
MentHlth_16-20                                       0.0   0.0 -1.184233e-01   
MentHlth_21-25                                       0.0   0.0 -1.184233e-01   
MentHlth_26-30                                       0.0   0.0 -1.184233e-01   
PhysHlth_0                                           0.0   0.0 -5.937010e-03   
PhysHlth_1-5                                         0.0   0.0 -5.937010e-03   
PhysHlth_6-10                                        0.0   0.0 -5.937010e-03   
PhysHlth_11-15                                       0.0   0.0 -5.937010e-03   
PhysHlth_16-20                                       0.0   0.0 -5.937010e-03   
PhysHlth_21-25                                       0.0   0.0 -5.937010e-03   
PhysHlth_26-30                                       0.0   0.0 -5.937010e-03   
Education_Never attended school or only kinderg...   0.0   0.0 -2.763905e-02   
Education_Elementary                                 0.0   0.0 -2.763905e-02   
Education_Some high school                           0.0   0.0 -2.763905e-02   
Education_High school graduate                       0.0   0.0 -2.763905e-02   
Education_Some college or technical school           0.0   0.0 -2.763905e-02   
Education_College graduate                           0.0   0.0 -2.763905e-02   
Income_Less than $10,000                             0.0   0.0  6.460129e-02   
Income_$10,000-$14,999                               0.0   0.0  6.460129e-02   
Income_$15,000-$19,999                               0.0   0.0  6.460129e-02   
Income_$20,000-$24,999                               0.0   0.0  6.460129e-02   
Income_$25,000-$34,999                               0.0   0.0  6.460129e-02   
Income_$35,000-$49,999                               0.0   0.0  6.460129e-02   
Income_$50,000-$74,999                               0.0   0.0  6.460129e-02   
Income_$75,000 or more                               0.0   0.0  6.460129e-02   
Sex_Female                                           0.0   0.0 -3.330669e-16   
Sex_Male                                             0.0   0.0 -1.961092e-01   
Age_18-29                                            0.0   0.0 -0.000000e+00   
Age_30-49                                            0.0   1.0 -0.000000e+00   
Age_50-64                                            1.0   0.0 -0.000000e+00   
Age_65+                                              0.0   0.0 -1.961092e-01   

                                                            PC53  \
HighBP                                              0.000000e+00   
HighChol                                            1.394446e-16   
CholCheck                                          -2.973224e-15   
Smoker                                              7.386779e-17   
Stroke                                              1.584843e-16   
HeartDiseaseorAttack                               -7.849993e-17   
PhysActivity                                       -6.224797e-17   
Fruits                                              2.518498e-17   
Veggies                                             1.794899e-17   
HvyAlcoholConsump                                   2.378333e-16   
AnyHealthcare                                      -5.961229e-17   
NoDocbcCost                                        -1.269904e-16   
DiffWalk                                           -1.471646e-16   
BMI_Underweight                                    -2.790051e-01   
BMI_Healthy weight                                  1.497857e-01   
BMI_Overweight                                     -3.771815e-01   
BMI_Class 1 Obesity                                -8.048642e-02   
BMI_Class 2 Obesity                                -1.414936e-02   
BMI_Class 3 Obesity                                 5.989167e-01   
GenHlth_Excellent                                  -2.622272e-01   
GenHlth_Very good                                  -2.622272e-01   
GenHlth_Good                                       -2.622272e-01   
GenHlth_Fair                                       -2.622272e-01   
GenHlth_Poor                                       -2.622272e-01   
MentHlth_0                                          1.315793e-02   
MentHlth_1-5                                        1.315793e-02   
MentHlth_6-10                                       1.315793e-02   
MentHlth_11-15                                      1.315793e-02   
MentHlth_16-20                                      1.315793e-02   
MentHlth_21-25                                      1.315793e-02   
MentHlth_26-30                                      1.315793e-02   
PhysHlth_0                                          1.365044e-02   
PhysHlth_1-5                                        1.365044e-02   
PhysHlth_6-10                                       1.365044e-02   
PhysHlth_11-15                                      1.365044e-02   
PhysHlth_16-20                                      1.365044e-02   
PhysHlth_21-25                                      1.365044e-02   
PhysHlth_26-30                                      1.365044e-02   
Education_Never attended school or only kinderg... -1.151364e-02   
Education_Elementary                               -1.151364e-02   
Education_Some high school                         -1.151364e-02   
Education_High school graduate                     -1.151364e-02   
Education_Some college or technical school         -1.151364e-02   
Education_College graduate                         -1.151364e-02   
Income_Less than $10,000                            1.892582e-02   
Income_$10,000-$14,999                              1.892582e-02   
Income_$15,000-$19,999                              1.892582e-02   
Income_$20,000-$24,999                              1.892582e-02   
Income_$25,000-$34,999                              1.892582e-02   
Income_$35,000-$49,999                              1.892582e-02   
Income_$50,000-$74,999                              1.892582e-02   
Income_$75,000 or more                              1.892582e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                            1.450558e-01   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             1.450558e-01   

                                                            PC54  \
HighBP                                              0.000000e+00   
HighChol                                            3.486116e-17   
CholCheck                                          -6.146281e-16   
Smoker                                              3.722961e-17   
Stroke                                             -2.284139e-16   
HeartDiseaseorAttack                                4.266695e-17   
PhysActivity                                       -1.703934e-16   
Fruits                                             -3.374408e-17   
Veggies                                             7.683660e-17   
HvyAlcoholConsump                                   2.870629e-16   
AnyHealthcare                                       1.631271e-15   
NoDocbcCost                                        -3.405492e-16   
DiffWalk                                            4.886582e-17   
BMI_Underweight                                     3.358594e-01   
BMI_Healthy weight                                 -1.902098e-01   
BMI_Overweight                                      8.727472e-02   
BMI_Class 1 Obesity                                -2.763071e-01   
BMI_Class 2 Obesity                                -3.372298e-02   
BMI_Class 3 Obesity                                 4.008200e-01   
GenHlth_Excellent                                   8.018726e-02   
GenHlth_Very good                                   8.018726e-02   
GenHlth_Good                                        8.018726e-02   
GenHlth_Fair                                        8.018726e-02   
GenHlth_Poor                                        8.018726e-02   
MentHlth_0                                         -7.010964e-03   
MentHlth_1-5                                       -7.010964e-03   
MentHlth_6-10                                      -7.010964e-03   
MentHlth_11-15                                     -7.010964e-03   
MentHlth_16-20                                     -7.010964e-03   
MentHlth_21-25                                     -7.010964e-03   
MentHlth_26-30                                     -7.010964e-03   
PhysHlth_0                                          9.531907e-02   
PhysHlth_1-5                                        9.531907e-02   
PhysHlth_6-10                                       9.531907e-02   
PhysHlth_11-15                                      9.531907e-02   
PhysHlth_16-20                                      9.531907e-02   
PhysHlth_21-25                                      9.531907e-02   
PhysHlth_26-30                                      9.531907e-02   
Education_Never attended school or only kinderg... -1.518286e-01   
Education_Elementary                               -1.518286e-01   
Education_Some high school                         -1.518286e-01   
Education_High school graduate                     -1.518286e-01   
Education_Some college or technical school         -1.518286e-01   
Education_College graduate                         -1.518286e-01   
Income_Less than $10,000                           -2.144708e-01   
Income_$10,000-$14,999                             -2.144708e-01   
Income_$15,000-$19,999                             -2.144708e-01   
Income_$20,000-$24,999                             -2.144708e-01   
Income_$25,000-$34,999                             -2.144708e-01   
Income_$35,000-$49,999                             -2.144708e-01   
Income_$50,000-$74,999                             -2.144708e-01   
Income_$75,000 or more                             -2.144708e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            3.791475e-02   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             3.791475e-02   

                                                            PC55  \
HighBP                                              0.000000e+00   
HighChol                                            1.366757e-16   
CholCheck                                           3.068984e-15   
Smoker                                              1.914807e-18   
Stroke                                             -9.720124e-17   
HeartDiseaseorAttack                                1.861591e-17   
PhysActivity                                       -4.797446e-18   
Fruits                                              1.185750e-16   
Veggies                                            -3.906098e-16   
HvyAlcoholConsump                                  -2.522819e-16   
AnyHealthcare                                       1.818743e-15   
NoDocbcCost                                         2.506881e-16   
DiffWalk                                           -6.962054e-17   
BMI_Underweight                                    -1.035937e-01   
BMI_Healthy weight                                  3.145394e-02   
BMI_Overweight                                      1.337998e-02   
BMI_Class 1 Obesity                                 1.507823e-03   
BMI_Class 2 Obesity                                 1.747553e-01   
BMI_Class 3 Obesity                                -2.684547e-01   
GenHlth_Excellent                                  -1.412317e-02   
GenHlth_Very good                                  -1.412317e-02   
GenHlth_Good                                       -1.412317e-02   
GenHlth_Fair                                       -1.412317e-02   
GenHlth_Poor                                       -1.412317e-02   
MentHlth_0                                         -1.450789e-01   
MentHlth_1-5                                       -1.450789e-01   
MentHlth_6-10                                      -1.450789e-01   
MentHlth_11-15                                     -1.450789e-01   
MentHlth_16-20                                     -1.450789e-01   
MentHlth_21-25                                     -1.450789e-01   
MentHlth_26-30                                     -1.450789e-01   
PhysHlth_0                                         -1.133815e-01   
PhysHlth_1-5                                       -1.133815e-01   
PhysHlth_6-10                                      -1.133815e-01   
PhysHlth_11-15                                     -1.133815e-01   
PhysHlth_16-20                                     -1.133815e-01   
PhysHlth_21-25                                     -1.133815e-01   
PhysHlth_26-30                                     -1.133815e-01   
Education_Never attended school or only kinderg... -2.121862e-01   
Education_Elementary                               -2.121862e-01   
Education_Some high school                         -2.121862e-01   
Education_High school graduate                     -2.121862e-01   
Education_Some college or technical school         -2.121862e-01   
Education_College graduate                         -2.121862e-01   
Income_Less than $10,000                           -8.713855e-04   
Income_$10,000-$14,999                             -8.713855e-04   
Income_$15,000-$19,999                             -8.713855e-04   
Income_$20,000-$24,999                             -8.713855e-04   
Income_$25,000-$34,999                             -8.713855e-04   
Income_$35,000-$49,999                             -8.713855e-04   
Income_$50,000-$74,999                             -8.713855e-04   
Income_$75,000 or more                             -8.713855e-04   
Sex_Female                                          6.938894e-18   
Sex_Male                                            4.341811e-01   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             4.341811e-01   

                                                            PC56  \
HighBP                                              0.000000e+00   
HighChol                                            6.100702e-17   
CholCheck                                           3.130679e-15   
Smoker                                              6.642598e-17   
Stroke                                             -3.578508e-16   
HeartDiseaseorAttack                               -3.845291e-17   
PhysActivity                                        1.002807e-16   
Fruits                                              1.071794e-16   
Veggies                                            -3.475727e-16   
HvyAlcoholConsump                                  -3.445969e-16   
AnyHealthcare                                      -1.258023e-15   
NoDocbcCost                                         4.766280e-17   
DiffWalk                                           -2.127548e-17   
BMI_Underweight                                     6.455846e-01   
BMI_Healthy weight                                  1.563740e-01   
BMI_Overweight                                      2.378744e-01   
BMI_Class 1 Obesity                                -1.619692e-01   
BMI_Class 2 Obesity                                 1.809256e-01   
BMI_Class 3 Obesity                                 1.430940e-01   
GenHlth_Excellent                                  -6.466472e-02   
GenHlth_Very good                                  -6.466472e-02   
GenHlth_Good                                       -6.466472e-02   
GenHlth_Fair                                       -6.466472e-02   
GenHlth_Poor                                       -6.466472e-02   
MentHlth_0                                          1.437691e-01   
MentHlth_1-5                                        1.437691e-01   
MentHlth_6-10                                       1.437691e-01   
MentHlth_11-15                                      1.437691e-01   
MentHlth_16-20                                      1.437691e-01   
MentHlth_21-25                                      1.437691e-01   
MentHlth_26-30                                      1.437691e-01   
PhysHlth_0                                         -1.245669e-01   
PhysHlth_1-5                                       -1.245669e-01   
PhysHlth_6-10                                      -1.245669e-01   
PhysHlth_11-15                                     -1.245669e-01   
PhysHlth_16-20                                     -1.245669e-01   
PhysHlth_21-25                                     -1.245669e-01   
PhysHlth_26-30                                     -1.245669e-01   
Education_Never attended school or only kinderg...  3.594810e-02   
Education_Elementary                                3.594810e-02   
Education_Some high school                          3.594810e-02   
Education_High school graduate                      3.594810e-02   
Education_Some college or technical school          3.594810e-02   
Education_College graduate                          3.594810e-02   
Income_Less than $10,000                            9.822175e-02   
Income_$10,000-$14,999                              9.822175e-02   
Income_$15,000-$19,999                              9.822175e-02   
Income_$20,000-$24,999                              9.822175e-02   
Income_$25,000-$34,999                              9.822175e-02   
Income_$35,000-$49,999                              9.822175e-02   
Income_$50,000-$74,999                              9.822175e-02   
Income_$75,000 or more                              9.822175e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                            1.783155e-01   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             1.783155e-01   

                                                            PC57          PC58  
HighBP                                             -0.000000e+00 -0.000000e+00  
HighChol                                            1.169301e-16 -2.178822e-17  
CholCheck                                          -3.712233e-15  2.677501e-15  
Smoker                                              4.339138e-17  8.436278e-17  
Stroke                                             -1.050016e-16 -4.910867e-16  
HeartDiseaseorAttack                               -7.305825e-18  5.033091e-17  
PhysActivity                                       -3.172815e-17 -2.685487e-17  
Fruits                                             -6.487187e-17  7.120999e-17  
Veggies                                             3.240548e-16 -9.024989e-17  
HvyAlcoholConsump                                  -3.816711e-16  4.939110e-16  
AnyHealthcare                                       1.086847e-16 -1.517923e-16  
NoDocbcCost                                        -9.152206e-17 -2.957468e-16  
DiffWalk                                            2.108467e-17  6.859238e-17  
BMI_Underweight                                     4.249765e-01  1.101727e-01  
BMI_Healthy weight                                 -2.259064e-01 -1.757651e-01  
BMI_Overweight                                      1.350866e-01 -4.030765e-01  
BMI_Class 1 Obesity                                 4.153545e-01  6.989045e-01  
BMI_Class 2 Obesity                                -2.072766e-01 -6.089284e-02  
BMI_Class 3 Obesity                                -1.038719e-01  1.640517e-01  
GenHlth_Excellent                                  -2.573928e-01  1.223286e-01  
GenHlth_Very good                                  -2.573928e-01  1.223286e-01  
GenHlth_Good                                       -2.573928e-01  1.223286e-01  
GenHlth_Fair                                       -2.573928e-01  1.223286e-01  
GenHlth_Poor                                       -2.573928e-01  1.223286e-01  
MentHlth_0                                         -1.510909e-01  1.146454e-01  
MentHlth_1-5                                       -1.510909e-01  1.146454e-01  
MentHlth_6-10                                      -1.510909e-01  1.146454e-01  
MentHlth_11-15                                     -1.510909e-01  1.146454e-01  
MentHlth_16-20                                     -1.510909e-01  1.146454e-01  
MentHlth_21-25                                     -1.510909e-01  1.146454e-01  
MentHlth_26-30                                     -1.510909e-01  1.146454e-01  
PhysHlth_0                                          3.916445e-02 -1.001414e-01  
PhysHlth_1-5                                        3.916445e-02 -1.001414e-01  
PhysHlth_6-10                                       3.916445e-02 -1.001414e-01  
PhysHlth_11-15                                      3.916445e-02 -1.001414e-01  
PhysHlth_16-20                                      3.916445e-02 -1.001414e-01  
PhysHlth_21-25                                      3.916445e-02 -1.001414e-01  
PhysHlth_26-30                                      3.916445e-02 -1.001414e-01  
Education_Never attended school or only kinderg... -2.641054e-03 -3.451815e-02  
Education_Elementary                               -2.641054e-03 -3.451815e-02  
Education_Some high school                         -2.641054e-03 -3.451815e-02  
Education_High school graduate                     -2.641054e-03 -3.451815e-02  
Education_Some college or technical school         -2.641054e-03 -3.451815e-02  
Education_College graduate                         -2.641054e-03 -3.451815e-02  
Income_Less than $10,000                           -1.559516e-02 -4.385804e-02  
Income_$10,000-$14,999                             -1.559516e-02 -4.385804e-02  
Income_$15,000-$19,999                             -1.559516e-02 -4.385804e-02  
Income_$20,000-$24,999                             -1.559516e-02 -4.385804e-02  
Income_$25,000-$34,999                             -1.559516e-02 -4.385804e-02  
Income_$35,000-$49,999                             -1.559516e-02 -4.385804e-02  
Income_$50,000-$74,999                             -1.559516e-02 -4.385804e-02  
Income_$75,000 or more                             -1.559516e-02 -4.385804e-02  
Sex_Female                                         -0.000000e+00 -0.000000e+00  
Sex_Male                                           -1.001536e-01  8.901690e-02  
Age_18-29                                          -0.000000e+00 -0.000000e+00  
Age_30-49                                          -0.000000e+00 -0.000000e+00  
Age_50-64                                          -0.000000e+00 -0.000000e+00  
Age_65+                                            -1.001536e-01  8.901690e-02  

[58 rows x 58 columns]

PCA Results for Subset_45:
        PC1       PC2       PC3       PC4       PC5       PC6       PC7  \
0  0.588515  0.282650 -0.216139 -0.529068  1.005540 -0.218273 -0.773986   
1  0.630542  0.269679  1.053101  1.101907 -0.671947 -0.073705  0.543025   
2  1.654816  0.586378  0.176467  0.954479 -0.029727  0.281882  0.070705   
3  0.044813 -0.286760 -0.376346 -0.156050 -0.131345 -0.118272 -0.284100   
4  0.441640  0.454900 -0.207905 -0.086650  0.624812  0.556760 -0.841787   

        PC8       PC9      PC10  ...  PC49  PC50  PC51          PC52  \
0 -0.076851  0.382144  0.183358  ...   0.0   0.0   0.0 -2.220446e-16   
1 -0.418819 -0.162471 -0.188972  ...   0.0   0.0   0.0  1.110223e-16   
2 -0.104154 -0.157508  0.291084  ...   0.0   0.0   0.0 -4.440892e-16   
3  0.578301  0.625281 -0.327314  ...   0.0   0.0   0.0 -2.220446e-16   
4 -0.376894  0.082690  0.544057  ...   0.0   0.0   0.0 -2.220446e-16   

           PC53          PC54          PC55          PC56          PC57  \
0  0.000000e+00 -4.440892e-16 -2.220446e-16 -6.661338e-16  0.000000e+00   
1 -2.498002e-16  2.220446e-16  3.330669e-16 -2.220446e-16 -2.220446e-16   
2  8.326673e-17 -5.551115e-16  0.000000e+00 -4.440892e-16  2.220446e-16   
3 -8.326673e-17 -1.110223e-16 -4.440892e-16 -7.771561e-16  0.000000e+00   
4 -3.053113e-16  5.551115e-17  0.000000e+00 -1.110223e-16  0.000000e+00   

           PC58  
0 -1.054712e-15  
1 -2.775558e-16  
2 -3.885781e-16  
3 -3.330669e-16  
4  5.551115e-17  

[5 rows x 58 columns]
No description has been provided for this image
For Subset_45, retain 23 components to explain 90% of the variance.


Explained Variance for Subset_46:
[1.06625606e-01 6.78163406e-02 6.05245691e-02 5.52464093e-02
 4.90700607e-02 4.73804839e-02 4.61763441e-02 4.41887237e-02
 4.28248831e-02 3.70011270e-02 3.40880902e-02 3.11411439e-02
 2.96890620e-02 2.90727832e-02 2.86364580e-02 2.68338554e-02
 2.50880464e-02 2.22475359e-02 2.18129801e-02 2.02295508e-02
 1.90955406e-02 1.74983614e-02 1.53763997e-02 1.40680323e-02
 1.30820565e-02 1.23654207e-02 1.16992124e-02 1.03679094e-02
 9.09723092e-03 8.79639625e-03 7.88382906e-03 6.88209564e-03
 6.31009615e-03 6.24220284e-03 3.78304014e-03 3.41143506e-03
 3.02791661e-03 2.01735893e-03 1.93545519e-03 1.00923164e-03
 3.56725049e-04 2.60458981e-17 1.72724921e-17 1.11172814e-17
 3.03594810e-18 2.61560103e-18 1.04889215e-18 3.96285047e-19
 1.79058804e-19 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00]

Cumulative Variance for Subset_46:
[0.10662561 0.17444195 0.23496652 0.29021292 0.33928299 0.38666347
 0.43283981 0.47702854 0.51985342 0.55685455 0.59094264 0.62208378
 0.65177284 0.68084563 0.70948208 0.73631594 0.76140399 0.78365152
 0.8054645  0.82569405 0.84478959 0.86228796 0.87766436 0.89173239
 0.90481444 0.91717986 0.92887908 0.93924699 0.94834422 0.95714061
 0.96502444 0.97190654 0.97821663 0.98445884 0.98824188 0.99165331
 0.99468123 0.99669859 0.99863404 0.99964327 1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.        ]

Loadings for Subset_46:
                                                             PC1  \
HighBP                                             -1.095373e-01   
HighChol                                           -1.545969e-01   
CholCheck                                          -3.405900e-03   
Smoker                                             -1.178109e-01   
Stroke                                             -7.533522e-02   
HeartDiseaseorAttack                               -1.738972e-01   
PhysActivity                                        2.685405e-01   
Fruits                                              1.065882e-01   
Veggies                                             8.161317e-02   
HvyAlcoholConsump                                   6.889310e-03   
AnyHealthcare                                       2.028059e-03   
NoDocbcCost                                        -5.114792e-02   
DiffWalk                                           -4.331628e-01   
BMI_Underweight                                    -3.308722e-24   
BMI_Healthy weight                                 -4.135903e-25   
BMI_Overweight                                     -5.169879e-26   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                 7.737686e-18   
BMI_Class 3 Obesity                                -2.019484e-28   
GenHlth_Excellent                                   3.277078e-02   
GenHlth_Very good                                   2.441753e-01   
GenHlth_Good                                        1.736490e-01   
GenHlth_Fair                                       -2.986668e-01   
GenHlth_Poor                                       -1.519283e-01   
MentHlth_0                                          2.928767e-01   
MentHlth_1-5                                       -1.126565e-01   
MentHlth_6-10                                      -4.263090e-02   
MentHlth_11-15                                     -3.623869e-02   
MentHlth_16-20                                     -1.995737e-02   
MentHlth_21-25                                     -6.717558e-03   
MentHlth_26-30                                     -7.467572e-02   
PhysHlth_0                                          4.520272e-01   
PhysHlth_1-5                                       -4.595603e-02   
PhysHlth_6-10                                      -5.783310e-02   
PhysHlth_11-15                                     -5.168225e-02   
PhysHlth_16-20                                     -3.302029e-02   
PhysHlth_21-25                                     -1.855298e-02   
PhysHlth_26-30                                     -2.449825e-01   
Education_Never attended school or only kinderg... -7.726914e-04   
Education_Elementary                               -2.907162e-02   
Education_Some high school                         -3.862945e-02   
Education_High school graduate                     -5.240250e-02   
Education_Some college or technical school         -2.328884e-02   
Education_College graduate                          1.441651e-01   
Income_Less than $10,000                           -4.516077e-02   
Income_$10,000-$14,999                             -7.616285e-02   
Income_$15,000-$19,999                             -4.733389e-02   
Income_$20,000-$24,999                             -2.455020e-02   
Income_$25,000-$34,999                              2.836510e-03   
Income_$35,000-$49,999                              5.984526e-02   
Income_$50,000-$74,999                              6.564087e-02   
Income_$75,000 or more                              6.488508e-02   
Sex_Female                                          7.737686e-18   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             7.737686e-18   

                                                             PC2  \
HighBP                                              4.393532e-02   
HighChol                                            5.666723e-03   
CholCheck                                          -4.010041e-04   
Smoker                                             -2.356364e-02   
Stroke                                             -4.149711e-04   
HeartDiseaseorAttack                               -6.812138e-03   
PhysActivity                                       -2.389716e-01   
Fruits                                             -2.341266e-01   
Veggies                                            -2.321488e-01   
HvyAlcoholConsump                                  -1.379250e-02   
AnyHealthcare                                      -1.673652e-03   
NoDocbcCost                                         5.586529e-03   
DiffWalk                                            2.337614e-02   
BMI_Underweight                                    -0.000000e+00   
BMI_Healthy weight                                 -0.000000e+00   
BMI_Overweight                                      1.355253e-20   
BMI_Class 1 Obesity                                -1.016440e-20   
BMI_Class 2 Obesity                                -3.101025e-17   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                  -9.265538e-03   
GenHlth_Very good                                  -8.712223e-02   
GenHlth_Good                                        1.279432e-01   
GenHlth_Fair                                       -3.622336e-02   
GenHlth_Poor                                        4.667967e-03   
MentHlth_0                                          2.237030e-01   
MentHlth_1-5                                       -1.675058e-01   
MentHlth_6-10                                      -1.728056e-02   
MentHlth_11-15                                     -1.293256e-02   
MentHlth_16-20                                     -5.280065e-03   
MentHlth_21-25                                     -5.021315e-04   
MentHlth_26-30                                     -2.020189e-02   
PhysHlth_0                                          2.476519e-01   
PhysHlth_1-5                                       -1.825082e-01   
PhysHlth_6-10                                      -1.686597e-02   
PhysHlth_11-15                                     -1.151283e-02   
PhysHlth_16-20                                      8.771907e-04   
PhysHlth_21-25                                     -2.074884e-03   
PhysHlth_26-30                                     -3.556716e-02   
Education_Never attended school or only kinderg... -8.720364e-04   
Education_Elementary                                6.848868e-03   
Education_Some high school                          1.758397e-02   
Education_High school graduate                      6.135914e-01   
Education_Some college or technical school         -2.697116e-01   
Education_College graduate                         -3.674406e-01   
Income_Less than $10,000                            2.577791e-02   
Income_$10,000-$14,999                              5.992321e-02   
Income_$15,000-$19,999                              7.127925e-02   
Income_$20,000-$24,999                              8.216182e-02   
Income_$25,000-$34,999                              3.366697e-02   
Income_$35,000-$49,999                             -4.373681e-02   
Income_$50,000-$74,999                             -1.055830e-01   
Income_$75,000 or more                             -1.234893e-01   
Sex_Female                                         -3.100740e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -3.100740e-17   

                                                             PC3  \
HighBP                                              8.541571e-02   
HighChol                                            6.713460e-02   
CholCheck                                           8.010237e-03   
Smoker                                              2.886664e-02   
Stroke                                             -1.622157e-02   
HeartDiseaseorAttack                               -2.146473e-02   
PhysActivity                                        3.917162e-02   
Fruits                                              5.108669e-02   
Veggies                                             5.721758e-03   
HvyAlcoholConsump                                   3.920709e-03   
AnyHealthcare                                       3.503446e-03   
NoDocbcCost                                         8.274297e-03   
DiffWalk                                            2.505964e-02   
BMI_Underweight                                     0.000000e+00   
BMI_Healthy weight                                  0.000000e+00   
BMI_Overweight                                      0.000000e+00   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                 9.281176e-18   
BMI_Class 3 Obesity                                 1.355253e-20   
GenHlth_Excellent                                  -3.272592e-02   
GenHlth_Very good                                  -4.594368e-01   
GenHlth_Good                                        7.718569e-01   
GenHlth_Fair                                       -2.424153e-01   
GenHlth_Poor                                       -3.727893e-02   
MentHlth_0                                         -1.095710e-01   
MentHlth_1-5                                        8.436403e-02   
MentHlth_6-10                                       2.244516e-02   
MentHlth_11-15                                      5.714052e-03   
MentHlth_16-20                                     -1.803899e-03   
MentHlth_21-25                                      1.606765e-03   
MentHlth_26-30                                     -2.755094e-03   
PhysHlth_0                                         -1.595526e-01   
PhysHlth_1-5                                        1.999583e-01   
PhysHlth_6-10                                       2.633672e-02   
PhysHlth_11-15                                      5.225086e-03   
PhysHlth_16-20                                      4.698480e-04   
PhysHlth_21-25                                     -6.254300e-03   
PhysHlth_26-30                                     -6.618308e-02   
Education_Never attended school or only kinderg... -8.824249e-04   
Education_Elementary                               -5.043243e-03   
Education_Some high school                         -1.290536e-02   
Education_High school graduate                      5.381928e-03   
Education_Some college or technical school         -8.486716e-02   
Education_College graduate                          9.831626e-02   
Income_Less than $10,000                           -1.065612e-02   
Income_$10,000-$14,999                             -2.217692e-02   
Income_$15,000-$19,999                             -1.927161e-02   
Income_$20,000-$24,999                             -6.404748e-03   
Income_$25,000-$34,999                             -4.118080e-03   
Income_$35,000-$49,999                              6.447013e-02   
Income_$50,000-$74,999                              2.217304e-02   
Income_$75,000 or more                             -2.401568e-02   
Sex_Female                                          9.296215e-18   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             9.296215e-18   

                                                             PC4  \
HighBP                                             -1.458240e-02   
HighChol                                            2.606227e-02   
CholCheck                                          -4.379131e-03   
Smoker                                              2.894235e-01   
Stroke                                              9.222225e-03   
HeartDiseaseorAttack                                4.583140e-02   
PhysActivity                                       -2.632539e-01   
Fruits                                             -2.135214e-01   
Veggies                                            -8.636019e-02   
HvyAlcoholConsump                                   2.139348e-03   
AnyHealthcare                                       9.517340e-04   
NoDocbcCost                                        -4.248313e-03   
DiffWalk                                            2.257122e-02   
BMI_Underweight                                     1.110223e-16   
BMI_Healthy weight                                 -2.775558e-17   
BMI_Overweight                                      0.000000e+00   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                -2.357434e-17   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                   7.290900e-03   
GenHlth_Very good                                  -6.205100e-02   
GenHlth_Good                                        1.638043e-01   
GenHlth_Fair                                       -1.310189e-01   
GenHlth_Poor                                        2.197467e-02   
MentHlth_0                                          1.632511e-01   
MentHlth_1-5                                       -1.492877e-01   
MentHlth_6-10                                      -8.910160e-03   
MentHlth_11-15                                      3.537165e-03   
MentHlth_16-20                                     -5.880270e-03   
MentHlth_21-25                                     -2.966641e-04   
MentHlth_26-30                                     -2.413552e-03   
PhysHlth_0                                          1.754676e-01   
PhysHlth_1-5                                       -1.429489e-01   
PhysHlth_6-10                                      -3.140093e-02   
PhysHlth_11-15                                     -1.316252e-02   
PhysHlth_16-20                                     -9.245157e-03   
PhysHlth_21-25                                     -2.394261e-03   
PhysHlth_26-30                                      2.368413e-02   
Education_Never attended school or only kinderg... -1.284416e-03   
Education_Elementary                                6.278437e-03   
Education_Some high school                          2.769070e-02   
Education_High school graduate                     -3.802943e-01   
Education_Some college or technical school          6.364846e-01   
Education_College graduate                         -2.888750e-01   
Income_Less than $10,000                           -4.960653e-03   
Income_$10,000-$14,999                              2.031559e-02   
Income_$15,000-$19,999                             -1.240785e-02   
Income_$20,000-$24,999                              2.608504e-02   
Income_$25,000-$34,999                              1.657223e-02   
Income_$35,000-$49,999                              2.462853e-02   
Income_$50,000-$74,999                             -1.112600e-02   
Income_$75,000 or more                             -5.910687e-02   
Sex_Female                                         -2.992391e-17   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                            -2.992391e-17   

                                                             PC5  \
HighBP                                             -1.728466e-02   
HighChol                                           -3.328908e-01   
CholCheck                                           4.048615e-03   
Smoker                                             -2.357566e-01   
Stroke                                              4.418737e-02   
HeartDiseaseorAttack                                1.203803e-01   
PhysActivity                                        5.843779e-02   
Fruits                                              4.942821e-01   
Veggies                                             2.338327e-01   
HvyAlcoholConsump                                  -1.420938e-02   
AnyHealthcare                                      -2.965415e-03   
NoDocbcCost                                         1.738997e-02   
DiffWalk                                            2.519143e-01   
BMI_Underweight                                    -1.665335e-16   
BMI_Healthy weight                                  8.326673e-17   
BMI_Overweight                                      2.775558e-17   
BMI_Class 1 Obesity                                 5.551115e-17   
BMI_Class 2 Obesity                                -1.395020e-16   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                   6.022381e-03   
GenHlth_Very good                                  -2.011434e-01   
GenHlth_Good                                        3.657083e-02   
GenHlth_Fair                                        1.142871e-01   
GenHlth_Poor                                        4.426311e-02   
MentHlth_0                                          4.407427e-01   
MentHlth_1-5                                       -3.517980e-01   
MentHlth_6-10                                      -3.712329e-02   
MentHlth_11-15                                     -1.985950e-02   
MentHlth_16-20                                     -9.788755e-03   
MentHlth_21-25                                     -8.028417e-04   
MentHlth_26-30                                     -2.137034e-02   
PhysHlth_0                                         -1.310046e-01   
PhysHlth_1-5                                       -1.681848e-02   
PhysHlth_6-10                                       1.083555e-02   
PhysHlth_11-15                                      1.037982e-02   
PhysHlth_16-20                                      3.255195e-03   
PhysHlth_21-25                                     -4.867998e-03   
PhysHlth_26-30                                      1.282205e-01   
Education_Never attended school or only kinderg...  3.281949e-04   
Education_Elementary                                2.753581e-03   
Education_Some high school                          2.330525e-02   
Education_High school graduate                     -5.044873e-03   
Education_Some college or technical school          9.113781e-02   
Education_College graduate                         -1.124800e-01   
Income_Less than $10,000                            1.159093e-02   
Income_$10,000-$14,999                              1.880117e-02   
Income_$15,000-$19,999                              7.177627e-02   
Income_$20,000-$24,999                              6.364811e-02   
Income_$25,000-$34,999                             -6.438813e-02   
Income_$35,000-$49,999                             -3.811249e-02   
Income_$50,000-$74,999                             -1.952264e-02   
Income_$75,000 or more                             -4.379322e-02   
Sex_Female                                         -1.311810e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -1.311810e-17   

                                                             PC6  \
HighBP                                              1.825893e-01   
HighChol                                            3.666421e-01   
CholCheck                                           4.495214e-03   
Smoker                                              1.234564e-01   
Stroke                                              3.465251e-02   
HeartDiseaseorAttack                                9.481759e-02   
PhysActivity                                       -1.562881e-01   
Fruits                                             -1.363111e-01   
Veggies                                            -4.025167e-02   
HvyAlcoholConsump                                   9.472256e-03   
AnyHealthcare                                       1.253364e-03   
NoDocbcCost                                        -2.170829e-02   
DiffWalk                                            1.578856e-01   
BMI_Underweight                                    -0.000000e+00   
BMI_Healthy weight                                  1.665335e-16   
BMI_Overweight                                     -2.775558e-17   
BMI_Class 1 Obesity                                 3.122502e-17   
BMI_Class 2 Obesity                                 3.602809e-17   
BMI_Class 3 Obesity                                 5.551115e-17   
GenHlth_Excellent                                  -6.141947e-03   
GenHlth_Very good                                  -1.025245e-01   
GenHlth_Good                                       -1.012884e-02   
GenHlth_Fair                                        1.132702e-01   
GenHlth_Poor                                        5.525056e-03   
MentHlth_0                                          3.635452e-01   
MentHlth_1-5                                       -2.581943e-01   
MentHlth_6-10                                      -4.068820e-02   
MentHlth_11-15                                     -2.518617e-02   
MentHlth_16-20                                     -5.536241e-03   
MentHlth_21-25                                     -5.378179e-03   
MentHlth_26-30                                     -2.856210e-02   
PhysHlth_0                                          1.324667e-01   
PhysHlth_1-5                                       -1.663935e-01   
PhysHlth_6-10                                      -1.504203e-02   
PhysHlth_11-15                                     -1.301742e-02   
PhysHlth_16-20                                     -2.792513e-04   
PhysHlth_21-25                                      2.614472e-03   
PhysHlth_26-30                                      5.965105e-02   
Education_Never attended school or only kinderg...  1.418998e-04   
Education_Elementary                                2.390297e-02   
Education_Some high school                          5.377319e-02   
Education_High school graduate                     -2.497544e-01   
Education_Some college or technical school         -3.238674e-01   
Education_College graduate                          4.958038e-01   
Income_Less than $10,000                            2.122232e-02   
Income_$10,000-$14,999                              1.682179e-02   
Income_$15,000-$19,999                             -2.586302e-02   
Income_$20,000-$24,999                             -1.100646e-01   
Income_$25,000-$34,999                             -1.142205e-01   
Income_$35,000-$49,999                              7.580508e-02   
Income_$50,000-$74,999                              2.448645e-02   
Income_$75,000 or more                              1.118125e-01   
Sex_Female                                          5.988566e-17   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                             5.988566e-17   

                                                             PC7  \
HighBP                                              2.777783e-01   
HighChol                                            5.258693e-01   
CholCheck                                           1.451023e-02   
Smoker                                              2.307885e-01   
Stroke                                              4.330668e-02   
HeartDiseaseorAttack                                2.020686e-01   
PhysActivity                                        2.992272e-01   
Fruits                                              4.100628e-01   
Veggies                                             2.675172e-01   
HvyAlcoholConsump                                   3.248042e-03   
AnyHealthcare                                      -5.905004e-04   
NoDocbcCost                                         1.256143e-02   
DiffWalk                                           -6.227106e-02   
BMI_Underweight                                    -5.551115e-17   
BMI_Healthy weight                                 -1.665335e-16   
BMI_Overweight                                      0.000000e+00   
BMI_Class 1 Obesity                                -2.775558e-17   
BMI_Class 2 Obesity                                -6.114010e-17   
BMI_Class 3 Obesity                                -4.163336e-17   
GenHlth_Excellent                                  -1.314040e-02   
GenHlth_Very good                                  -3.499973e-02   
GenHlth_Good                                       -3.227000e-03   
GenHlth_Fair                                        4.612507e-02   
GenHlth_Poor                                        5.242061e-03   
MentHlth_0                                         -1.143590e-01   
MentHlth_1-5                                        6.848712e-02   
MentHlth_6-10                                       5.267214e-03   
MentHlth_11-15                                      2.050855e-02   
MentHlth_16-20                                      4.235614e-03   
MentHlth_21-25                                     -3.129654e-04   
MentHlth_26-30                                      1.617348e-02   
PhysHlth_0                                          2.494397e-01   
PhysHlth_1-5                                       -2.142976e-01   
PhysHlth_6-10                                      -2.294625e-02   
PhysHlth_11-15                                     -1.846160e-02   
PhysHlth_16-20                                     -7.548204e-03   
PhysHlth_21-25                                     -6.444010e-04   
PhysHlth_26-30                                      1.445843e-02   
Education_Never attended school or only kinderg...  1.600009e-03   
Education_Elementary                               -1.833214e-02   
Education_Some high school                         -2.226912e-02   
Education_High school graduate                      1.479381e-01   
Education_Some college or technical school          9.035941e-02   
Education_College graduate                         -1.992962e-01   
Income_Less than $10,000                           -1.045891e-02   
Income_$10,000-$14,999                              3.212388e-02   
Income_$15,000-$19,999                              2.055442e-02   
Income_$20,000-$24,999                              1.259943e-02   
Income_$25,000-$34,999                              8.246717e-02   
Income_$35,000-$49,999                             -4.916169e-02   
Income_$50,000-$74,999                             -3.880698e-02   
Income_$75,000 or more                             -4.931731e-02   
Sex_Female                                         -2.469972e-17   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                            -2.469972e-17   

                                                             PC8  \
HighBP                                             -2.220686e-01   
HighChol                                           -4.021885e-01   
CholCheck                                          -8.028989e-03   
Smoker                                              8.164136e-01   
Stroke                                             -3.820819e-02   
HeartDiseaseorAttack                               -9.838597e-03   
PhysActivity                                       -4.618513e-03   
Fruits                                              1.167578e-01   
Veggies                                             1.392263e-01   
HvyAlcoholConsump                                   2.061303e-02   
AnyHealthcare                                      -3.629837e-04   
NoDocbcCost                                        -7.873262e-03   
DiffWalk                                            5.968186e-02   
BMI_Underweight                                    -5.898060e-17   
BMI_Healthy weight                                 -5.551115e-17   
BMI_Overweight                                      2.775558e-17   
BMI_Class 1 Obesity                                -5.551115e-17   
BMI_Class 2 Obesity                                 3.421924e-17   
BMI_Class 3 Obesity                                -4.510281e-17   
GenHlth_Excellent                                   2.525310e-02   
GenHlth_Very good                                  -3.273668e-02   
GenHlth_Good                                       -8.630942e-03   
GenHlth_Fair                                        5.462693e-03   
GenHlth_Poor                                        1.065182e-02   
MentHlth_0                                         -2.941926e-02   
MentHlth_1-5                                        3.549387e-02   
MentHlth_6-10                                       2.386140e-03   
MentHlth_11-15                                     -8.105632e-03   
MentHlth_16-20                                      4.287806e-03   
MentHlth_21-25                                     -3.308396e-03   
MentHlth_26-30                                     -1.334529e-03   
PhysHlth_0                                          4.326545e-02   
PhysHlth_1-5                                       -8.224452e-02   
PhysHlth_6-10                                       7.385762e-03   
PhysHlth_11-15                                     -7.776018e-03   
PhysHlth_16-20                                     -2.190916e-03   
PhysHlth_21-25                                     -3.011793e-03   
PhysHlth_26-30                                      4.457203e-02   
Education_Never attended school or only kinderg... -1.947716e-03   
Education_Elementary                               -1.715386e-02   
Education_Some high school                         -1.116341e-03   
Education_High school graduate                      1.138125e-01   
Education_Some college or technical school         -1.998763e-01   
Education_College graduate                          1.062818e-01   
Income_Less than $10,000                           -1.357351e-02   
Income_$10,000-$14,999                             -1.067675e-02   
Income_$15,000-$19,999                             -9.974174e-03   
Income_$20,000-$24,999                              1.388028e-02   
Income_$25,000-$34,999                             -3.301930e-02   
Income_$35,000-$49,999                             -1.539226e-02   
Income_$50,000-$74,999                              3.291649e-02   
Income_$75,000 or more                              3.583921e-02   
Sex_Female                                          1.376448e-17   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             1.376448e-17   

                                                             PC9  \
HighBP                                              6.320237e-02   
HighChol                                            2.239754e-01   
CholCheck                                           3.613174e-03   
Smoker                                              2.960375e-01   
Stroke                                             -8.906608e-03   
HeartDiseaseorAttack                                9.731545e-03   
PhysActivity                                        2.905738e-01   
Fruits                                             -1.635013e-01   
Veggies                                            -6.693193e-02   
HvyAlcoholConsump                                   1.853776e-04   
AnyHealthcare                                       1.066550e-03   
NoDocbcCost                                        -1.033270e-02   
DiffWalk                                           -2.062713e-01   
BMI_Underweight                                     1.110223e-16   
BMI_Healthy weight                                 -1.110223e-16   
BMI_Overweight                                      4.510281e-17   
BMI_Class 1 Obesity                                -1.665335e-16   
BMI_Class 2 Obesity                                 1.825374e-17   
BMI_Class 3 Obesity                                -8.326673e-17   
GenHlth_Excellent                                  -1.580871e-02   
GenHlth_Very good                                   1.203804e-01   
GenHlth_Good                                       -7.535191e-02   
GenHlth_Fair                                        2.696674e-02   
GenHlth_Poor                                       -5.618655e-02   
MentHlth_0                                          3.768595e-01   
MentHlth_1-5                                       -2.249866e-01   
MentHlth_6-10                                      -3.881048e-02   
MentHlth_11-15                                     -3.170833e-02   
MentHlth_16-20                                     -7.796911e-03   
MentHlth_21-25                                     -2.663323e-03   
MentHlth_26-30                                     -7.089380e-02   
PhysHlth_0                                         -4.330349e-01   
PhysHlth_1-5                                        4.852832e-01   
PhysHlth_6-10                                       1.545839e-02   
PhysHlth_11-15                                      3.240031e-03   
PhysHlth_16-20                                     -1.776781e-03   
PhysHlth_21-25                                      1.695352e-03   
PhysHlth_26-30                                     -7.086522e-02   
Education_Never attended school or only kinderg... -1.474138e-03   
Education_Elementary                               -1.339724e-02   
Education_Some high school                         -3.712525e-02   
Education_High school graduate                      1.315213e-01   
Education_Some college or technical school          5.838591e-02   
Education_College graduate                         -1.379105e-01   
Income_Less than $10,000                           -1.449890e-04   
Income_$10,000-$14,999                              1.880377e-02   
Income_$15,000-$19,999                             -5.153959e-02   
Income_$20,000-$24,999                              7.071642e-03   
Income_$25,000-$34,999                              3.935163e-02   
Income_$35,000-$49,999                             -2.591785e-02   
Income_$50,000-$74,999                             -4.384681e-03   
Income_$75,000 or more                              1.676007e-02   
Sex_Female                                         -1.842951e-17   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                            -1.842951e-17   

                                                            PC10  ...  \
HighBP                                             -7.325657e-03  ...   
HighChol                                           -1.863510e-01  ...   
CholCheck                                           2.803688e-03  ...   
Smoker                                             -2.562436e-02  ...   
Stroke                                              2.508977e-02  ...   
HeartDiseaseorAttack                                2.886607e-02  ...   
PhysActivity                                        6.889044e-01  ...   
Fruits                                             -3.728396e-01  ...   
Veggies                                            -1.752908e-01  ...   
HvyAlcoholConsump                                   2.114003e-03  ...   
AnyHealthcare                                      -6.253367e-03  ...   
NoDocbcCost                                         2.199756e-02  ...   
DiffWalk                                            1.017480e-01  ...   
BMI_Underweight                                     2.775558e-17  ...   
BMI_Healthy weight                                 -9.020562e-17  ...   
BMI_Overweight                                      1.110223e-16  ...   
BMI_Class 1 Obesity                                 0.000000e+00  ...   
BMI_Class 2 Obesity                                -2.953371e-17  ...   
BMI_Class 3 Obesity                                -2.775558e-17  ...   
GenHlth_Excellent                                   1.421195e-02  ...   
GenHlth_Very good                                  -2.740361e-01  ...   
GenHlth_Good                                        3.694440e-02  ...   
GenHlth_Fair                                        3.080296e-01  ...   
GenHlth_Poor                                       -8.514983e-02  ...   
MentHlth_0                                         -2.990864e-02  ...   
MentHlth_1-5                                        1.673633e-03  ...   
MentHlth_6-10                                       5.665915e-03  ...   
MentHlth_11-15                                      1.090854e-02  ...   
MentHlth_16-20                                     -7.775636e-04  ...   
MentHlth_21-25                                      5.289484e-03  ...   
MentHlth_26-30                                      7.148631e-03  ...   
PhysHlth_0                                          1.299732e-01  ...   
PhysHlth_1-5                                       -2.028230e-01  ...   
PhysHlth_6-10                                       5.054446e-02  ...   
PhysHlth_11-15                                      9.739020e-03  ...   
PhysHlth_16-20                                      1.496282e-02  ...   
PhysHlth_21-25                                      4.449829e-03  ...   
PhysHlth_26-30                                     -6.846329e-03  ...   
Education_Never attended school or only kinderg...  1.463165e-03  ...   
Education_Elementary                                3.589727e-02  ...   
Education_Some high school                          8.770290e-02  ...   
Education_High school graduate                     -1.144950e-01  ...   
Education_Some college or technical school          2.571881e-02  ...   
Education_College graduate                         -3.628710e-02  ...   
Income_Less than $10,000                            6.068555e-02  ...   
Income_$10,000-$14,999                              9.331770e-02  ...   
Income_$15,000-$19,999                              7.575441e-02  ...   
Income_$20,000-$24,999                             -5.131570e-03  ...   
Income_$25,000-$34,999                             -5.550338e-02  ...   
Income_$35,000-$49,999                             -1.459127e-01  ...   
Income_$50,000-$74,999                             -1.955835e-02  ...   
Income_$75,000 or more                             -3.651663e-03  ...   
Sex_Female                                         -5.612416e-18  ...   
Sex_Male                                            0.000000e+00  ...   
Age_18-29                                           0.000000e+00  ...   
Age_30-49                                           0.000000e+00  ...   
Age_50-64                                           0.000000e+00  ...   
Age_65+                                            -5.612416e-18  ...   

                                                            PC49  PC50  PC51  \
HighBP                                              0.000000e+00   0.0   0.0   
HighChol                                            5.592578e-17   0.0   0.0   
CholCheck                                          -1.224668e-15   0.0   0.0   
Smoker                                              1.195760e-16   0.0   0.0   
Stroke                                              1.594809e-17   0.0   0.0   
HeartDiseaseorAttack                               -3.084937e-17   0.0   0.0   
PhysActivity                                       -3.348431e-17   0.0   0.0   
Fruits                                             -2.963254e-17   0.0   0.0   
Veggies                                            -3.414844e-17   0.0   0.0   
HvyAlcoholConsump                                  -4.841835e-17   0.0   0.0   
AnyHealthcare                                      -2.655076e-16   0.0   0.0   
NoDocbcCost                                         4.936139e-16   0.0   0.0   
DiffWalk                                           -3.503679e-17   0.0   0.0   
BMI_Underweight                                    -1.052352e-01   0.0   0.0   
BMI_Healthy weight                                  2.501627e-01   0.0   0.0   
BMI_Overweight                                     -1.457431e-01   0.0   0.0   
BMI_Class 1 Obesity                                -1.363015e-02   0.0   0.0   
BMI_Class 2 Obesity                                 4.142402e-01   0.0   0.0   
BMI_Class 3 Obesity                                 8.636587e-02   0.0   0.0   
GenHlth_Excellent                                   4.450266e-02   0.0   0.0   
GenHlth_Very good                                   4.450266e-02   0.0   0.0   
GenHlth_Good                                        4.450266e-02   0.0   0.0   
GenHlth_Fair                                        4.450266e-02   0.0   0.0   
GenHlth_Poor                                        4.450266e-02   0.0   0.0   
MentHlth_0                                          1.326709e-01   0.0   0.0   
MentHlth_1-5                                        1.326709e-01   0.0   0.0   
MentHlth_6-10                                       1.326709e-01   0.0   0.0   
MentHlth_11-15                                      1.326709e-01   0.0   0.0   
MentHlth_16-20                                      1.326709e-01   0.0   0.0   
MentHlth_21-25                                      1.326709e-01   0.0   0.0   
MentHlth_26-30                                      1.326709e-01   0.0   0.0   
PhysHlth_0                                         -9.435551e-02   0.0   0.0   
PhysHlth_1-5                                       -9.435551e-02   0.0   0.0   
PhysHlth_6-10                                      -9.435551e-02   0.0   0.0   
PhysHlth_11-15                                     -9.435551e-02   0.0   0.0   
PhysHlth_16-20                                     -9.435551e-02   0.0   0.0   
PhysHlth_21-25                                     -9.435551e-02   0.0   0.0   
PhysHlth_26-30                                     -9.435551e-02   0.0   0.0   
Education_Never attended school or only kinderg... -2.255099e-02   0.0   0.0   
Education_Elementary                               -2.255099e-02   0.0   0.0   
Education_Some high school                         -2.255099e-02   0.0   0.0   
Education_High school graduate                     -2.255099e-02   0.0   0.0   
Education_Some college or technical school         -2.255099e-02   0.0   0.0   
Education_College graduate                         -2.255099e-02   0.0   0.0   
Income_Less than $10,000                            1.664336e-01   0.0   0.0   
Income_$10,000-$14,999                              1.664336e-01   0.0   0.0   
Income_$15,000-$19,999                              1.664336e-01   0.0   0.0   
Income_$20,000-$24,999                              1.664336e-01   0.0   0.0   
Income_$25,000-$34,999                              1.664336e-01   0.0   0.0   
Income_$35,000-$49,999                              1.664336e-01   0.0   0.0   
Income_$50,000-$74,999                              1.664336e-01   0.0   0.0   
Income_$75,000 or more                              1.664336e-01   0.0   0.0   
Sex_Female                                         -3.910095e-01   0.0   0.0   
Sex_Male                                            0.000000e+00   1.0   0.0   
Age_18-29                                           0.000000e+00   0.0   0.0   
Age_30-49                                           0.000000e+00   0.0   0.0   
Age_50-64                                           0.000000e+00   0.0   1.0   
Age_65+                                            -3.910095e-01   0.0   0.0   

                                                    PC52  PC53          PC54  \
HighBP                                               0.0   0.0 -0.000000e+00   
HighChol                                             0.0   0.0 -1.639650e-21   
CholCheck                                            0.0   0.0 -8.149839e-21   
Smoker                                               0.0   0.0 -1.326306e-20   
Stroke                                               0.0   0.0 -7.946253e-20   
HeartDiseaseorAttack                                 0.0   0.0  2.487695e-20   
PhysActivity                                         0.0   0.0  5.344413e-21   
Fruits                                               0.0   0.0 -1.024416e-20   
Veggies                                              0.0   0.0 -1.138201e-20   
HvyAlcoholConsump                                    0.0   0.0 -6.333432e-21   
AnyHealthcare                                        0.0   0.0  9.030492e-21   
NoDocbcCost                                          0.0   0.0 -1.041700e-19   
DiffWalk                                             0.0   0.0  1.421862e-20   
BMI_Underweight                                      0.0   0.0  7.832710e-11   
BMI_Healthy weight                                   0.0   0.0 -8.082035e-11   
BMI_Overweight                                       0.0   0.0  2.028718e-11   
BMI_Class 1 Obesity                                  0.0   0.0 -4.241514e-11   
BMI_Class 2 Obesity                                  0.0   0.0 -2.201865e-10   
BMI_Class 3 Obesity                                  0.0   0.0 -6.331966e-11   
GenHlth_Excellent                                    0.0   0.0 -1.756904e-11   
GenHlth_Very good                                    0.0   0.0 -1.756904e-11   
GenHlth_Good                                         0.0   0.0 -1.756904e-11   
GenHlth_Fair                                         0.0   0.0 -1.756904e-11   
GenHlth_Poor                                         0.0   0.0 -1.756904e-11   
MentHlth_0                                           0.0   0.0 -1.065054e-10   
MentHlth_1-5                                         0.0   0.0 -1.065054e-10   
MentHlth_6-10                                        0.0   0.0 -1.065054e-10   
MentHlth_11-15                                       0.0   0.0 -1.065054e-10   
MentHlth_16-20                                       0.0   0.0 -1.065054e-10   
MentHlth_21-25                                       0.0   0.0 -1.065054e-10   
MentHlth_26-30                                       0.0   0.0 -1.065054e-10   
PhysHlth_0                                           0.0   0.0  9.723391e-11   
PhysHlth_1-5                                         0.0   0.0  9.723391e-11   
PhysHlth_6-10                                        0.0   0.0  9.723391e-11   
PhysHlth_11-15                                       0.0   0.0  9.723391e-11   
PhysHlth_16-20                                       0.0   0.0  9.723391e-11   
PhysHlth_21-25                                       0.0   0.0  9.723391e-11   
PhysHlth_26-30                                       0.0   0.0  9.723391e-11   
Education_Never attended school or only kinderg...   0.0   0.0  2.198338e-12   
Education_Elementary                                 0.0   0.0  2.198338e-12   
Education_Some high school                           0.0   0.0  2.198338e-12   
Education_High school graduate                       0.0   0.0  2.198338e-12   
Education_Some college or technical school           0.0   0.0  2.198338e-12   
Education_College graduate                           0.0   0.0  2.198338e-12   
Income_Less than $10,000                             0.0   0.0 -1.064659e-10   
Income_$10,000-$14,999                               0.0   0.0 -1.064659e-10   
Income_$15,000-$19,999                               0.0   0.0 -1.064659e-10   
Income_$20,000-$24,999                               0.0   0.0 -1.064659e-10   
Income_$25,000-$34,999                               0.0   0.0 -1.064659e-10   
Income_$35,000-$49,999                               0.0   0.0 -1.064659e-10   
Income_$50,000-$74,999                               0.0   0.0 -1.064659e-10   
Income_$75,000 or more                               0.0   0.0 -1.064659e-10   
Sex_Female                                           0.0   0.0  7.071068e-01   
Sex_Male                                             0.0   0.0 -0.000000e+00   
Age_18-29                                            0.0   1.0 -0.000000e+00   
Age_30-49                                            1.0   0.0 -0.000000e+00   
Age_50-64                                            0.0   0.0 -0.000000e+00   
Age_65+                                              0.0   0.0 -7.071068e-01   

                                                            PC55  \
HighBP                                              0.000000e+00   
HighChol                                            5.033320e-17   
CholCheck                                          -8.818411e-17   
Smoker                                              9.697713e-17   
Stroke                                             -8.143329e-17   
HeartDiseaseorAttack                               -1.491684e-17   
PhysActivity                                        4.366327e-17   
Fruits                                             -1.033362e-17   
Veggies                                            -1.181325e-17   
HvyAlcoholConsump                                  -4.709773e-16   
AnyHealthcare                                       6.377307e-16   
NoDocbcCost                                        -3.111938e-16   
DiffWalk                                            1.200540e-17   
BMI_Underweight                                     1.558850e-01   
BMI_Healthy weight                                 -1.509800e-01   
BMI_Overweight                                      7.623452e-02   
BMI_Class 1 Obesity                                 4.819406e-02   
BMI_Class 2 Obesity                                -1.554936e-01   
BMI_Class 3 Obesity                                 6.161480e-01   
GenHlth_Excellent                                  -1.947667e-02   
GenHlth_Very good                                  -1.947667e-02   
GenHlth_Good                                       -1.947667e-02   
GenHlth_Fair                                       -1.947667e-02   
GenHlth_Poor                                       -1.947667e-02   
MentHlth_0                                         -1.549307e-01   
MentHlth_1-5                                       -1.549307e-01   
MentHlth_6-10                                      -1.549307e-01   
MentHlth_11-15                                     -1.549307e-01   
MentHlth_16-20                                     -1.549307e-01   
MentHlth_21-25                                     -1.549307e-01   
MentHlth_26-30                                     -1.549307e-01   
PhysHlth_0                                          1.227439e-01   
PhysHlth_1-5                                        1.227439e-01   
PhysHlth_6-10                                       1.227439e-01   
PhysHlth_11-15                                      1.227439e-01   
PhysHlth_16-20                                      1.227439e-01   
PhysHlth_21-25                                      1.227439e-01   
PhysHlth_26-30                                      1.227439e-01   
Education_Never attended school or only kinderg...  1.080324e-01   
Education_Elementary                                1.080324e-01   
Education_Some high school                          1.080324e-01   
Education_High school graduate                      1.080324e-01   
Education_Some college or technical school          1.080324e-01   
Education_College graduate                          1.080324e-01   
Income_Less than $10,000                            9.854784e-02   
Income_$10,000-$14,999                              9.854784e-02   
Income_$15,000-$19,999                              9.854784e-02   
Income_$20,000-$24,999                              9.854784e-02   
Income_$25,000-$34,999                              9.854784e-02   
Income_$35,000-$49,999                              9.854784e-02   
Income_$50,000-$74,999                              9.854784e-02   
Income_$75,000 or more                              9.854784e-02   
Sex_Female                                         -2.427455e-01   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                            -2.427455e-01   

                                                            PC56  \
HighBP                                              0.000000e+00   
HighChol                                            6.012022e-17   
CholCheck                                          -7.833368e-16   
Smoker                                             -1.634388e-17   
Stroke                                             -1.518386e-16   
HeartDiseaseorAttack                                3.639782e-17   
PhysActivity                                        1.376475e-16   
Fruits                                             -2.513901e-17   
Veggies                                            -1.243654e-16   
HvyAlcoholConsump                                   2.065501e-16   
AnyHealthcare                                       4.219871e-15   
NoDocbcCost                                         7.272020e-18   
DiffWalk                                            6.022866e-17   
BMI_Underweight                                     2.841579e-01   
BMI_Healthy weight                                 -5.009398e-02   
BMI_Overweight                                     -3.300410e-01   
BMI_Class 1 Obesity                                 4.133570e-01   
BMI_Class 2 Obesity                                -2.690452e-01   
BMI_Class 3 Obesity                                -3.037935e-01   
GenHlth_Excellent                                   2.812758e-01   
GenHlth_Very good                                   2.812758e-01   
GenHlth_Good                                        2.812758e-01   
GenHlth_Fair                                        2.812758e-01   
GenHlth_Poor                                        2.812758e-01   
MentHlth_0                                          1.784347e-02   
MentHlth_1-5                                        1.784347e-02   
MentHlth_6-10                                       1.784347e-02   
MentHlth_11-15                                      1.784347e-02   
MentHlth_16-20                                      1.784347e-02   
MentHlth_21-25                                      1.784347e-02   
MentHlth_26-30                                      1.784347e-02   
PhysHlth_0                                          7.452842e-02   
PhysHlth_1-5                                        7.452842e-02   
PhysHlth_6-10                                       7.452842e-02   
PhysHlth_11-15                                      7.452842e-02   
PhysHlth_16-20                                      7.452842e-02   
PhysHlth_21-25                                      7.452842e-02   
PhysHlth_26-30                                      7.452842e-02   
Education_Never attended school or only kinderg...  2.305125e-02   
Education_Elementary                                2.305125e-02   
Education_Some high school                          2.305125e-02   
Education_High school graduate                      2.305125e-02   
Education_Some college or technical school          2.305125e-02   
Education_College graduate                          2.305125e-02   
Income_Less than $10,000                            6.066642e-02   
Income_$10,000-$14,999                              6.066642e-02   
Income_$15,000-$19,999                              6.066642e-02   
Income_$20,000-$24,999                              6.066642e-02   
Income_$25,000-$34,999                              6.066642e-02   
Income_$35,000-$49,999                              6.066642e-02   
Income_$50,000-$74,999                              6.066642e-02   
Income_$75,000 or more                              6.066642e-02   
Sex_Female                                         -3.844488e-02   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                            -3.844488e-02   

                                                            PC57          PC58  
HighBP                                              0.000000e+00  0.000000e+00  
HighChol                                            5.592578e-18 -3.495361e-17  
CholCheck                                          -5.436065e-18  1.434699e-15  
Smoker                                              3.670761e-17  5.880968e-17  
Stroke                                              5.869947e-17  1.855930e-16  
HeartDiseaseorAttack                               -1.435897e-17 -9.334041e-17  
PhysActivity                                        1.227805e-16  7.814175e-17  
Fruits                                             -4.006333e-17 -1.223282e-17  
Veggies                                             9.458455e-17 -5.394275e-17  
HvyAlcoholConsump                                  -4.407415e-16 -5.104763e-19  
AnyHealthcare                                       2.069922e-15 -4.949937e-16  
NoDocbcCost                                        -5.650425e-17 -3.490619e-16  
DiffWalk                                            1.544883e-16  8.833935e-17  
BMI_Underweight                                     7.736223e-02  1.267541e-01  
BMI_Healthy weight                                  4.134891e-01  3.711438e-01  
BMI_Overweight                                     -3.786044e-02 -2.872488e-01  
BMI_Class 1 Obesity                                 3.824407e-02  5.675713e-01  
BMI_Class 2 Obesity                                 1.025751e-01 -2.005228e-01  
BMI_Class 3 Obesity                                 1.600060e-01 -1.900656e-02  
GenHlth_Excellent                                   9.923945e-03 -2.615290e-01  
GenHlth_Very good                                   9.923945e-03 -2.615290e-01  
GenHlth_Good                                        9.923945e-03 -2.615290e-01  
GenHlth_Fair                                        9.923945e-03 -2.615290e-01  
GenHlth_Poor                                        9.923945e-03 -2.615290e-01  
MentHlth_0                                         -9.533394e-02 -1.069363e-02  
MentHlth_1-5                                       -9.533394e-02 -1.069363e-02  
MentHlth_6-10                                      -9.533394e-02 -1.069363e-02  
MentHlth_11-15                                     -9.533394e-02 -1.069363e-02  
MentHlth_16-20                                     -9.533394e-02 -1.069363e-02  
MentHlth_21-25                                     -9.533394e-02 -1.069363e-02  
MentHlth_26-30                                     -9.533394e-02 -1.069363e-02  
PhysHlth_0                                          8.521785e-02 -7.044000e-02  
PhysHlth_1-5                                        8.521785e-02 -7.044000e-02  
PhysHlth_6-10                                       8.521785e-02 -7.044000e-02  
PhysHlth_11-15                                      8.521785e-02 -7.044000e-02  
PhysHlth_16-20                                      8.521785e-02 -7.044000e-02  
PhysHlth_21-25                                      8.521785e-02 -7.044000e-02  
PhysHlth_26-30                                      8.521785e-02 -7.044000e-02  
Education_Never attended school or only kinderg... -2.645436e-01  5.258780e-02  
Education_Elementary                               -2.645436e-01  5.258780e-02  
Education_Some high school                         -2.645436e-01  5.258780e-02  
Education_High school graduate                     -2.645436e-01  5.258780e-02  
Education_Some college or technical school         -2.645436e-01  5.258780e-02  
Education_College graduate                         -2.645436e-01  5.258780e-02  
Income_Less than $10,000                            1.173994e-01 -2.235375e-02  
Income_$10,000-$14,999                              1.173994e-01 -2.235375e-02  
Income_$15,000-$19,999                              1.173994e-01 -2.235375e-02  
Income_$20,000-$24,999                              1.173994e-01 -2.235375e-02  
Income_$25,000-$34,999                              1.173994e-01 -2.235375e-02  
Income_$35,000-$49,999                              1.173994e-01 -2.235375e-02  
Income_$50,000-$74,999                              1.173994e-01 -2.235375e-02  
Income_$75,000 or more                              1.173994e-01 -2.235375e-02  
Sex_Female                                          2.635475e-01 -3.778561e-02  
Sex_Male                                            0.000000e+00  0.000000e+00  
Age_18-29                                           0.000000e+00  0.000000e+00  
Age_30-49                                           0.000000e+00  0.000000e+00  
Age_50-64                                           0.000000e+00  0.000000e+00  
Age_65+                                             2.635475e-01 -3.778561e-02  

[58 rows x 58 columns]

PCA Results for Subset_46:
        PC1       PC2       PC3       PC4       PC5       PC6       PC7  \
0 -1.319803 -0.226170 -0.067094  0.122146  0.070042  0.193577  0.364930   
1  0.550589 -0.354102 -0.565017  0.006013 -0.616364  1.049348  0.073641   
2  0.530565 -0.356412  0.667032 -0.225245  0.471769  0.976793  0.486756   
3 -0.456818 -0.291357  0.737342  0.945524  0.911440 -0.363187 -0.230227   
4 -0.776463 -0.640538 -0.106359 -0.685471 -0.446524  0.453261 -0.103024   

        PC8       PC9      PC10  ...          PC49  PC50  PC51  PC52  PC53  \
0  0.386401 -0.419334 -0.539106  ...  2.220446e-16   0.0   0.0   0.0   0.0   
1  0.365343  0.180348  0.262257  ...  1.110223e-16   0.0   0.0   0.0   0.0   
2 -0.320046 -0.465191  0.254888  ... -1.110223e-16   0.0   0.0   0.0   0.0   
3  0.452470  0.442368 -0.529653  ... -1.110223e-16   0.0   0.0   0.0   0.0   
4 -0.498043 -0.144762  0.749342  ...  0.000000e+00   0.0   0.0   0.0   0.0   

   PC54          PC55          PC56          PC57          PC58  
0   0.0  2.220446e-16 -2.220446e-16  5.551115e-17  1.110223e-16  
1   0.0  2.220446e-16  1.665335e-16  1.665335e-16  2.220446e-16  
2   0.0  1.110223e-16  3.330669e-16  5.551115e-17 -1.110223e-16  
3   0.0  1.110223e-16 -5.551115e-17  0.000000e+00  0.000000e+00  
4   0.0 -2.220446e-16  4.163336e-16 -2.775558e-16  5.551115e-16  

[5 rows x 58 columns]
No description has been provided for this image
For Subset_46, retain 25 components to explain 90% of the variance.


Explained Variance for Subset_47:
[1.21894863e-01 6.96953667e-02 5.61143966e-02 5.43775307e-02
 5.13030591e-02 5.06548657e-02 4.86555820e-02 4.30755996e-02
 4.05329387e-02 3.74858698e-02 3.64705970e-02 3.51511976e-02
 3.21916765e-02 3.13854797e-02 3.04828890e-02 2.68597835e-02
 2.65904458e-02 2.52971281e-02 2.06176543e-02 1.66919402e-02
 1.56821273e-02 1.36448586e-02 1.29036500e-02 1.23637462e-02
 1.18808380e-02 1.03469127e-02 9.28595151e-03 8.64412173e-03
 8.06206756e-03 7.33528822e-03 6.41012578e-03 5.05211898e-03
 4.63012902e-03 4.13329831e-03 3.78323558e-03 2.46392282e-03
 2.17000485e-03 1.95072056e-03 1.90266234e-03 1.43976942e-03
 3.85586939e-04 1.40650247e-17 7.52159726e-18 4.66042631e-18
 3.51428468e-18 3.00444181e-18 1.50895195e-18 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00]

Cumulative Variance for Subset_47:
[0.12189486 0.19159023 0.24770463 0.30208216 0.35338522 0.40404008
 0.45269566 0.49577126 0.5363042  0.57379007 0.61026067 0.64541187
 0.67760354 0.70898902 0.73947191 0.7663317  0.79292214 0.81821927
 0.83883692 0.85552886 0.87121099 0.88485585 0.8977595  0.91012325
 0.92200408 0.932351   0.94163695 0.95028107 0.95834314 0.96567843
 0.97208855 0.97714067 0.9817708  0.9859041  0.98968733 0.99215126
 0.99432126 0.99627198 0.99817464 0.99961441 1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.        ]

Loadings for Subset_47:
                                                             PC1  \
HighBP                                              9.884339e-02   
HighChol                                            1.425467e-01   
CholCheck                                           4.640307e-03   
Smoker                                              1.234071e-01   
Stroke                                              6.935987e-02   
HeartDiseaseorAttack                                1.994778e-01   
PhysActivity                                       -2.395693e-01   
Fruits                                             -5.045725e-02   
Veggies                                            -8.562146e-02   
HvyAlcoholConsump                                   2.952678e-03   
AnyHealthcare                                      -1.250492e-03   
NoDocbcCost                                         4.255236e-02   
DiffWalk                                            4.311833e-01   
BMI_Underweight                                     4.135903e-25   
BMI_Healthy weight                                 -0.000000e+00   
BMI_Overweight                                      1.292470e-26   
BMI_Class 1 Obesity                                -0.000000e+00   
BMI_Class 2 Obesity                                -1.009742e-28   
BMI_Class 3 Obesity                                 1.262177e-29   
GenHlth_Excellent                                  -3.148897e-02   
GenHlth_Very good                                  -1.658735e-01   
GenHlth_Good                                       -2.421523e-01   
GenHlth_Fair                                        1.963189e-01   
GenHlth_Poor                                        2.431959e-01   
MentHlth_0                                         -2.459124e-01   
MentHlth_1-5                                        9.041928e-02   
MentHlth_6-10                                       3.164888e-02   
MentHlth_11-15                                      2.285799e-02   
MentHlth_16-20                                      1.508330e-02   
MentHlth_21-25                                      9.722047e-03   
MentHlth_26-30                                      7.618089e-02   
PhysHlth_0                                         -4.265011e-01   
PhysHlth_1-5                                        1.901492e-02   
PhysHlth_6-10                                       2.284823e-02   
PhysHlth_11-15                                      3.670289e-02   
PhysHlth_16-20                                      2.122505e-02   
PhysHlth_21-25                                      4.689179e-03   
PhysHlth_26-30                                      3.220208e-01   
Education_Never attended school or only kinderg...  8.698177e-05   
Education_Elementary                                2.182909e-02   
Education_Some high school                          3.280677e-02   
Education_High school graduate                      7.343678e-02   
Education_Some college or technical school          1.022646e-01   
Education_College graduate                         -2.304242e-01   
Income_Less than $10,000                            1.533553e-02   
Income_$10,000-$14,999                              5.938188e-02   
Income_$15,000-$19,999                              4.148763e-02   
Income_$20,000-$24,999                              5.912831e-02   
Income_$25,000-$34,999                              2.189916e-02   
Income_$35,000-$49,999                             -2.609263e-03   
Income_$50,000-$74,999                             -3.937695e-02   
Income_$75,000 or more                             -1.552463e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC2  \
HighBP                                              4.140314e-02   
HighChol                                            8.885853e-03   
CholCheck                                           3.165866e-03   
Smoker                                              7.752850e-02   
Stroke                                              7.627128e-03   
HeartDiseaseorAttack                                3.862208e-02   
PhysActivity                                        1.472640e-01   
Fruits                                              3.380359e-01   
Veggies                                             2.228917e-01   
HvyAlcoholConsump                                   1.647696e-03   
AnyHealthcare                                       2.311608e-03   
NoDocbcCost                                         6.758363e-03   
DiffWalk                                            1.427014e-02   
BMI_Underweight                                     0.000000e+00   
BMI_Healthy weight                                  1.355253e-20   
BMI_Overweight                                     -6.776264e-21   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                -8.470329e-22   
BMI_Class 3 Obesity                                -2.117582e-22   
GenHlth_Excellent                                  -2.129495e-02   
GenHlth_Very good                                   8.580589e-02   
GenHlth_Good                                       -2.588312e-01   
GenHlth_Fair                                        1.535411e-01   
GenHlth_Poor                                        4.077916e-02   
MentHlth_0                                         -2.714862e-02   
MentHlth_1-5                                        1.673366e-02   
MentHlth_6-10                                       1.331699e-02   
MentHlth_11-15                                      2.749516e-03   
MentHlth_16-20                                     -6.656709e-03   
MentHlth_21-25                                      1.202667e-03   
MentHlth_26-30                                     -1.975104e-04   
PhysHlth_0                                         -2.878231e-01   
PhysHlth_1-5                                        1.113803e-01   
PhysHlth_6-10                                       1.482209e-02   
PhysHlth_11-15                                      1.910832e-02   
PhysHlth_16-20                                      9.188332e-03   
PhysHlth_21-25                                      6.444967e-03   
PhysHlth_26-30                                      1.268791e-01   
Education_Never attended school or only kinderg...  8.482801e-04   
Education_Elementary                               -5.286830e-03   
Education_Some high school                         -7.459755e-03   
Education_High school graduate                     -4.041881e-01   
Education_Some college or technical school         -1.267358e-01   
Education_College graduate                          5.428222e-01   
Income_Less than $10,000                           -4.682959e-03   
Income_$10,000-$14,999                             -8.292957e-03   
Income_$15,000-$19,999                             -5.954060e-02   
Income_$20,000-$24,999                             -6.108120e-02   
Income_$25,000-$34,999                             -6.187003e-02   
Income_$35,000-$49,999                             -1.317530e-01   
Income_$50,000-$74,999                              3.107575e-02   
Income_$75,000 or more                              2.961450e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC3  \
HighBP                                              1.836095e-01   
HighChol                                            3.003915e-01   
CholCheck                                           4.240892e-03   
Smoker                                             -1.389979e-02   
Stroke                                              4.356540e-02   
HeartDiseaseorAttack                                1.721592e-01   
PhysActivity                                        1.038937e-01   
Fruits                                             -7.270372e-02   
Veggies                                            -6.296701e-02   
HvyAlcoholConsump                                   8.660954e-03   
AnyHealthcare                                      -1.108254e-04   
NoDocbcCost                                         1.781096e-02   
DiffWalk                                            5.994923e-02   
BMI_Underweight                                     6.938894e-18   
BMI_Healthy weight                                  3.469447e-18   
BMI_Overweight                                     -3.469447e-18   
BMI_Class 1 Obesity                                -0.000000e+00   
BMI_Class 2 Obesity                                 8.673617e-19   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                  -5.150795e-02   
GenHlth_Very good                                  -3.693302e-01   
GenHlth_Good                                        5.790288e-01   
GenHlth_Fair                                       -1.233905e-01   
GenHlth_Poor                                       -3.480013e-02   
MentHlth_0                                         -9.795273e-02   
MentHlth_1-5                                        6.308230e-02   
MentHlth_6-10                                       1.119057e-02   
MentHlth_11-15                                      1.209914e-02   
MentHlth_16-20                                      4.794582e-03   
MentHlth_21-25                                      5.397806e-03   
MentHlth_26-30                                      1.388339e-03   
PhysHlth_0                                         -1.964810e-01   
PhysHlth_1-5                                        2.460399e-01   
PhysHlth_6-10                                       2.990383e-02   
PhysHlth_11-15                                      1.517975e-02   
PhysHlth_16-20                                      7.522583e-03   
PhysHlth_21-25                                     -3.643305e-03   
PhysHlth_26-30                                     -9.852170e-02   
Education_Never attended school or only kinderg...  1.039111e-03   
Education_Elementary                                1.056554e-02   
Education_Some high school                         -4.645419e-03   
Education_High school graduate                      1.271964e-01   
Education_Some college or technical school         -3.650161e-01   
Education_College graduate                          2.308604e-01   
Income_Less than $10,000                            8.105770e-03   
Income_$10,000-$14,999                             -6.675890e-03   
Income_$15,000-$19,999                             -1.658967e-03   
Income_$20,000-$24,999                              5.277479e-03   
Income_$25,000-$34,999                             -1.625215e-02   
Income_$35,000-$49,999                              2.880151e-03   
Income_$50,000-$74,999                             -2.952605e-02   
Income_$75,000 or more                              3.784965e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC4  \
HighBP                                              5.207181e-02   
HighChol                                           -1.537399e-01   
CholCheck                                           8.999391e-03   
Smoker                                             -1.774030e-01   
Stroke                                             -1.016990e-02   
HeartDiseaseorAttack                               -8.981983e-02   
PhysActivity                                       -1.299388e-01   
Fruits                                             -2.136446e-02   
Veggies                                             3.492529e-02   
HvyAlcoholConsump                                  -2.018602e-02   
AnyHealthcare                                      -1.459631e-03   
NoDocbcCost                                         1.841299e-02   
DiffWalk                                            8.782595e-02   
BMI_Underweight                                     0.000000e+00   
BMI_Healthy weight                                 -5.551115e-17   
BMI_Overweight                                      1.110223e-16   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                -2.775558e-17   
BMI_Class 3 Obesity                                -1.387779e-17   
GenHlth_Excellent                                  -2.749799e-02   
GenHlth_Very good                                  -1.670546e-01   
GenHlth_Good                                        3.840676e-01   
GenHlth_Fair                                       -1.330358e-01   
GenHlth_Poor                                       -5.647930e-02   
MentHlth_0                                         -6.385147e-02   
MentHlth_1-5                                        5.996475e-02   
MentHlth_6-10                                      -1.698907e-03   
MentHlth_11-15                                      6.624423e-03   
MentHlth_16-20                                     -2.181866e-03   
MentHlth_21-25                                     -2.924776e-03   
MentHlth_26-30                                      4.067846e-03   
PhysHlth_0                                         -1.076140e-01   
PhysHlth_1-5                                        1.135657e-01   
PhysHlth_6-10                                       3.262071e-02   
PhysHlth_11-15                                      1.094157e-03   
PhysHlth_16-20                                     -2.160401e-02   
PhysHlth_21-25                                     -2.666353e-03   
PhysHlth_26-30                                     -1.539620e-02   
Education_Never attended school or only kinderg... -5.713111e-04   
Education_Elementary                               -3.236782e-03   
Education_Some high school                         -1.525882e-02   
Education_High school graduate                     -5.376512e-01   
Education_Some college or technical school          6.132091e-01   
Education_College graduate                         -5.649097e-02   
Income_Less than $10,000                           -1.199557e-02   
Income_$10,000-$14,999                              6.918777e-03   
Income_$15,000-$19,999                             -1.043017e-02   
Income_$20,000-$24,999                             -1.728507e-02   
Income_$25,000-$34,999                             -6.638357e-03   
Income_$35,000-$49,999                             -4.521552e-02   
Income_$50,000-$74,999                              6.516668e-02   
Income_$75,000 or more                              1.947923e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC5  \
HighBP                                             -9.181522e-02   
HighChol                                           -4.067904e-01   
CholCheck                                          -1.643967e-03   
Smoker                                              2.600851e-01   
Stroke                                             -2.571395e-02   
HeartDiseaseorAttack                               -7.031191e-02   
PhysActivity                                        1.803363e-01   
Fruits                                              5.486012e-01   
Veggies                                             1.875333e-01   
HvyAlcoholConsump                                  -1.731385e-02   
AnyHealthcare                                      -6.709837e-03   
NoDocbcCost                                         2.204818e-02   
DiffWalk                                            8.315481e-02   
BMI_Underweight                                    -9.714451e-17   
BMI_Healthy weight                                  0.000000e+00   
BMI_Overweight                                     -5.551115e-17   
BMI_Class 1 Obesity                                -2.775558e-17   
BMI_Class 2 Obesity                                -1.110223e-16   
BMI_Class 3 Obesity                                -1.665335e-16   
GenHlth_Excellent                                   2.839557e-03   
GenHlth_Very good                                  -7.831989e-02   
GenHlth_Good                                        2.267720e-01   
GenHlth_Fair                                       -3.375676e-01   
GenHlth_Poor                                        1.862759e-01   
MentHlth_0                                          7.654162e-02   
MentHlth_1-5                                       -8.775520e-02   
MentHlth_6-10                                      -1.089527e-02   
MentHlth_11-15                                     -1.771101e-03   
MentHlth_16-20                                      1.166842e-03   
MentHlth_21-25                                      3.494283e-03   
MentHlth_26-30                                      1.921883e-02   
PhysHlth_0                                         -1.461039e-01   
PhysHlth_1-5                                       -1.672162e-02   
PhysHlth_6-10                                       9.305868e-03   
PhysHlth_11-15                                     -2.610752e-02   
PhysHlth_16-20                                      2.025764e-03   
PhysHlth_21-25                                      6.421547e-03   
PhysHlth_26-30                                      1.711798e-01   
Education_Never attended school or only kinderg...  2.725412e-03   
Education_Elementary                               -4.028096e-03   
Education_Some high school                          1.980715e-02   
Education_High school graduate                      2.181324e-01   
Education_Some college or technical school         -4.200014e-02   
Education_College graduate                         -1.946367e-01   
Income_Less than $10,000                            1.135590e-02   
Income_$10,000-$14,999                              1.028548e-02   
Income_$15,000-$19,999                              5.080867e-02   
Income_$20,000-$24,999                             -1.866460e-02   
Income_$25,000-$34,999                              7.608583e-02   
Income_$35,000-$49,999                             -4.148254e-02   
Income_$50,000-$74,999                             -1.110238e-02   
Income_$75,000 or more                             -7.728636e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC6  \
HighBP                                              1.855918e-01   
HighChol                                            4.363016e-01   
CholCheck                                           6.038218e-03   
Smoker                                              3.288660e-01   
Stroke                                              2.848208e-02   
HeartDiseaseorAttack                                3.072057e-01   
PhysActivity                                        3.802760e-01   
Fruits                                              2.449811e-01   
Veggies                                             1.810216e-01   
HvyAlcoholConsump                                   8.775344e-03   
AnyHealthcare                                       6.152770e-03   
NoDocbcCost                                        -2.378052e-02   
DiffWalk                                           -1.788575e-01   
BMI_Underweight                                    -2.775558e-17   
BMI_Healthy weight                                  0.000000e+00   
BMI_Overweight                                     -2.081668e-17   
BMI_Class 1 Obesity                                -6.938894e-18   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                 5.551115e-17   
GenHlth_Excellent                                  -1.434580e-02   
GenHlth_Very good                                  -3.061690e-02   
GenHlth_Good                                       -1.800271e-02   
GenHlth_Fair                                        1.922830e-01   
GenHlth_Poor                                       -1.293176e-01   
MentHlth_0                                          5.113150e-02   
MentHlth_1-5                                       -1.643317e-02   
MentHlth_6-10                                      -5.891860e-04   
MentHlth_11-15                                      4.367237e-03   
MentHlth_16-20                                     -1.264802e-04   
MentHlth_21-25                                     -8.096110e-03   
MentHlth_26-30                                     -3.025379e-02   
PhysHlth_0                                          9.865200e-02   
PhysHlth_1-5                                        3.764659e-02   
PhysHlth_6-10                                      -1.322336e-03   
PhysHlth_11-15                                      2.017621e-02   
PhysHlth_16-20                                     -4.467041e-04   
PhysHlth_21-25                                      6.208025e-03   
PhysHlth_26-30                                     -1.609138e-01   
Education_Never attended school or only kinderg...  4.385267e-03   
Education_Elementary                               -1.455553e-03   
Education_Some high school                          4.306444e-03   
Education_High school graduate                     -3.316073e-02   
Education_Some college or technical school          3.298745e-01   
Education_College graduate                         -3.039499e-01   
Income_Less than $10,000                           -8.273321e-03   
Income_$10,000-$14,999                             -2.559895e-02   
Income_$15,000-$19,999                              1.385031e-03   
Income_$20,000-$24,999                              2.121190e-02   
Income_$25,000-$34,999                              4.028668e-03   
Income_$35,000-$49,999                              2.240765e-02   
Income_$50,000-$74,999                              1.551414e-02   
Income_$75,000 or more                             -3.067512e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC7  \
HighBP                                             -5.260345e-02   
HighChol                                           -3.205338e-01   
CholCheck                                          -1.584015e-03   
Smoker                                             -2.583996e-01   
Stroke                                             -2.009052e-02   
HeartDiseaseorAttack                               -2.143916e-01   
PhysActivity                                        2.822196e-01   
Fruits                                              3.572641e-03   
Veggies                                            -6.833012e-03   
HvyAlcoholConsump                                  -9.569394e-03   
AnyHealthcare                                       6.178986e-03   
NoDocbcCost                                         4.056797e-03   
DiffWalk                                           -3.347570e-02   
BMI_Underweight                                     7.502679e-17   
BMI_Healthy weight                                 -5.551115e-17   
BMI_Overweight                                      0.000000e+00   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                 1.778092e-17   
BMI_Class 3 Obesity                                -8.326673e-17   
GenHlth_Excellent                                   6.295315e-03   
GenHlth_Very good                                  -1.107238e-01   
GenHlth_Good                                       -8.275468e-02   
GenHlth_Fair                                        4.513652e-01   
GenHlth_Poor                                       -2.641821e-01   
MentHlth_0                                          3.777963e-02   
MentHlth_1-5                                        3.272561e-02   
MentHlth_6-10                                       6.539272e-03   
MentHlth_11-15                                     -1.108419e-04   
MentHlth_16-20                                     -5.375569e-03   
MentHlth_21-25                                     -1.296573e-02   
MentHlth_26-30                                     -5.859237e-02   
PhysHlth_0                                         -3.222157e-01   
PhysHlth_1-5                                        3.945133e-01   
PhysHlth_6-10                                       6.993094e-02   
PhysHlth_11-15                                      3.943322e-02   
PhysHlth_16-20                                      1.261884e-03   
PhysHlth_21-25                                      1.019647e-03   
PhysHlth_26-30                                     -1.839432e-01   
Education_Never attended school or only kinderg...  1.356200e-03   
Education_Elementary                                2.456321e-02   
Education_Some high school                         -8.912561e-03   
Education_High school graduate                      1.589589e-01   
Education_Some college or technical school         -5.774111e-03   
Education_College graduate                         -1.701916e-01   
Income_Less than $10,000                            1.853445e-02   
Income_$10,000-$14,999                              8.090910e-03   
Income_$15,000-$19,999                              1.727548e-02   
Income_$20,000-$24,999                              3.715971e-02   
Income_$25,000-$34,999                              3.397211e-02   
Income_$35,000-$49,999                              1.024846e-01   
Income_$50,000-$74,999                             -1.774416e-01   
Income_$75,000 or more                             -4.007564e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC8  \
HighBP                                             -1.563992e-01   
HighChol                                           -5.969284e-02   
CholCheck                                           5.113865e-03   
Smoker                                              7.614545e-03   
Stroke                                             -4.668957e-03   
HeartDiseaseorAttack                                7.332566e-02   
PhysActivity                                        5.756997e-01   
Fruits                                             -3.934774e-01   
Veggies                                            -2.645399e-02   
HvyAlcoholConsump                                   5.238599e-03   
AnyHealthcare                                      -1.125043e-02   
NoDocbcCost                                         5.102542e-02   
DiffWalk                                           -2.339936e-01   
BMI_Underweight                                    -0.000000e+00   
BMI_Healthy weight                                 -3.816392e-17   
BMI_Overweight                                     -0.000000e+00   
BMI_Class 1 Obesity                                -1.387779e-17   
BMI_Class 2 Obesity                                -1.387779e-17   
BMI_Class 3 Obesity                                -2.081668e-17   
GenHlth_Excellent                                   1.393413e-02   
GenHlth_Very good                                   1.479980e-01   
GenHlth_Good                                       -8.249750e-02   
GenHlth_Fair                                       -3.059833e-01   
GenHlth_Poor                                        2.265487e-01   
MentHlth_0                                         -3.225658e-01   
MentHlth_1-5                                        1.778569e-01   
MentHlth_6-10                                      -1.849054e-03   
MentHlth_11-15                                      2.026614e-02   
MentHlth_16-20                                      8.200233e-03   
MentHlth_21-25                                      4.805373e-03   
MentHlth_26-30                                      1.132863e-01   
PhysHlth_0                                         -1.543478e-01   
PhysHlth_1-5                                        2.078197e-02   
PhysHlth_6-10                                       5.338163e-03   
PhysHlth_11-15                                     -1.468369e-02   
PhysHlth_16-20                                     -6.256516e-03   
PhysHlth_21-25                                     -3.544979e-03   
PhysHlth_26-30                                      1.527129e-01   
Education_Never attended school or only kinderg... -2.708146e-04   
Education_Elementary                                2.466018e-02   
Education_Some high school                         -6.418610e-03   
Education_High school graduate                     -8.783021e-02   
Education_Some college or technical school          6.268898e-02   
Education_College graduate                          7.170471e-03   
Income_Less than $10,000                            1.438107e-02   
Income_$10,000-$14,999                              3.716061e-02   
Income_$15,000-$19,999                             -2.034530e-02   
Income_$20,000-$24,999                             -1.139066e-02   
Income_$25,000-$34,999                             -4.121779e-02   
Income_$35,000-$49,999                              1.582182e-01   
Income_$50,000-$74,999                             -4.947592e-02   
Income_$75,000 or more                             -8.733026e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC9  \
HighBP                                             -2.698416e-02   
HighChol                                           -1.307166e-01   
CholCheck                                          -1.712874e-06   
Smoker                                              7.259695e-01   
Stroke                                             -5.292701e-04   
HeartDiseaseorAttack                               -1.261307e-01   
PhysActivity                                       -1.925633e-01   
Fruits                                             -3.758383e-01   
Veggies                                            -6.374131e-02   
HvyAlcoholConsump                                   1.253526e-02   
AnyHealthcare                                       9.166642e-03   
NoDocbcCost                                        -5.867354e-02   
DiffWalk                                           -1.057092e-01   
BMI_Underweight                                    -6.938894e-17   
BMI_Healthy weight                                  2.220446e-16   
BMI_Overweight                                     -1.387779e-16   
BMI_Class 1 Obesity                                 4.163336e-17   
BMI_Class 2 Obesity                                 1.110223e-16   
BMI_Class 3 Obesity                                 1.110223e-16   
GenHlth_Excellent                                  -1.736283e-02   
GenHlth_Very good                                   6.754950e-02   
GenHlth_Good                                        4.570434e-02   
GenHlth_Fair                                       -2.488116e-02   
GenHlth_Poor                                       -7.100986e-02   
MentHlth_0                                          1.629242e-01   
MentHlth_1-5                                       -7.901007e-02   
MentHlth_6-10                                      -1.176716e-02   
MentHlth_11-15                                     -1.897972e-02   
MentHlth_16-20                                      9.638023e-03   
MentHlth_21-25                                     -1.517017e-02   
MentHlth_26-30                                     -4.763509e-02   
PhysHlth_0                                         -1.633081e-01   
PhysHlth_1-5                                        2.214399e-01   
PhysHlth_6-10                                      -2.501704e-02   
PhysHlth_11-15                                      2.279871e-03   
PhysHlth_16-20                                      1.287481e-02   
PhysHlth_21-25                                      4.833315e-03   
PhysHlth_26-30                                     -5.310278e-02   
Education_Never attended school or only kinderg... -8.315874e-04   
Education_Elementary                               -1.232006e-02   
Education_Some high school                          3.437790e-02   
Education_High school graduate                     -4.682894e-02   
Education_Some college or technical school          3.290891e-02   
Education_College graduate                         -7.306214e-03   
Income_Less than $10,000                           -3.144488e-02   
Income_$10,000-$14,999                             -3.113301e-02   
Income_$15,000-$19,999                              1.049268e-02   
Income_$20,000-$24,999                              4.495310e-03   
Income_$25,000-$34,999                              5.882861e-02   
Income_$35,000-$49,999                             -3.894169e-02   
Income_$50,000-$74,999                             -2.120216e-01   
Income_$75,000 or more                              2.397246e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC10  ...  PC49  \
HighBP                                              1.140522e-02  ...   0.0   
HighChol                                           -1.881985e-01  ...   0.0   
CholCheck                                          -9.710045e-03  ...   0.0   
Smoker                                             -1.078333e-02  ...   0.0   
Stroke                                              1.092727e-02  ...   0.0   
HeartDiseaseorAttack                                3.020214e-01  ...   0.0   
PhysActivity                                        7.493029e-02  ...   0.0   
Fruits                                             -2.964018e-01  ...   0.0   
Veggies                                             1.291385e-01  ...   0.0   
HvyAlcoholConsump                                  -6.754895e-03  ...   0.0   
AnyHealthcare                                       1.340182e-02  ...   0.0   
NoDocbcCost                                        -2.196682e-02  ...   0.0   
DiffWalk                                           -5.653633e-02  ...   0.0   
BMI_Underweight                                    -6.938894e-18  ...   0.0   
BMI_Healthy weight                                  1.526557e-16  ...   0.0   
BMI_Overweight                                     -2.428613e-16  ...   0.0   
BMI_Class 1 Obesity                                 1.873501e-16  ...   0.0   
BMI_Class 2 Obesity                                -1.110223e-16  ...   0.0   
BMI_Class 3 Obesity                                 2.775558e-17  ...   0.0   
GenHlth_Excellent                                   2.905364e-03  ...   0.0   
GenHlth_Very good                                  -9.021342e-02  ...   0.0   
GenHlth_Good                                       -2.223897e-02  ...   0.0   
GenHlth_Fair                                        7.311729e-02  ...   0.0   
GenHlth_Poor                                        3.642973e-02  ...   0.0   
MentHlth_0                                          4.153665e-01  ...   0.0   
MentHlth_1-5                                       -2.512404e-01  ...   0.0   
MentHlth_6-10                                      -4.158964e-02  ...   0.0   
MentHlth_11-15                                     -3.908843e-02  ...   0.0   
MentHlth_16-20                                     -1.417789e-02  ...   0.0   
MentHlth_21-25                                     -1.156603e-02  ...   0.0   
MentHlth_26-30                                     -5.770412e-02  ...   0.0   
PhysHlth_0                                         -1.319838e-01  ...   0.0   
PhysHlth_1-5                                        9.453400e-02  ...   0.0   
PhysHlth_6-10                                      -2.389603e-02  ...   0.0   
PhysHlth_11-15                                     -4.238048e-02  ...   0.0   
PhysHlth_16-20                                      3.530006e-03  ...   0.0   
PhysHlth_21-25                                     -1.776845e-03  ...   0.0   
PhysHlth_26-30                                      1.019732e-01  ...   0.0   
Education_Never attended school or only kinderg... -1.566789e-03  ...   0.0   
Education_Elementary                               -9.495175e-03  ...   0.0   
Education_Some high school                          1.732838e-02  ...   0.0   
Education_High school graduate                     -1.820984e-02  ...   0.0   
Education_Some college or technical school         -3.646132e-02  ...   0.0   
Education_College graduate                          4.840475e-02  ...   0.0   
Income_Less than $10,000                            3.817393e-04  ...   0.0   
Income_$10,000-$14,999                             -1.397836e-03  ...   0.0   
Income_$15,000-$19,999                             -2.516753e-02  ...   0.0   
Income_$20,000-$24,999                             -9.214430e-03  ...   0.0   
Income_$25,000-$34,999                             -7.399102e-02  ...   0.0   
Income_$35,000-$49,999                             -1.695155e-01  ...   0.0   
Income_$50,000-$74,999                              5.774066e-01  ...   0.0   
Income_$75,000 or more                             -2.985020e-01  ...   0.0   
Sex_Female                                          0.000000e+00  ...   0.0   
Sex_Male                                            0.000000e+00  ...   0.0   
Age_18-29                                           0.000000e+00  ...   0.0   
Age_30-49                                           0.000000e+00  ...   0.0   
Age_50-64                                           0.000000e+00  ...   1.0   
Age_65+                                             0.000000e+00  ...   0.0   

                                                    PC50  PC51  PC52  PC53  \
HighBP                                               0.0   0.0   0.0   0.0   
HighChol                                             0.0   0.0   0.0   0.0   
CholCheck                                            0.0   0.0   0.0   0.0   
Smoker                                               0.0   0.0   0.0   0.0   
Stroke                                               0.0   0.0   0.0   0.0   
HeartDiseaseorAttack                                 0.0   0.0   0.0   0.0   
PhysActivity                                         0.0   0.0   0.0   0.0   
Fruits                                               0.0   0.0   0.0   0.0   
Veggies                                              0.0   0.0   0.0   0.0   
HvyAlcoholConsump                                    0.0   0.0   0.0   0.0   
AnyHealthcare                                        0.0   0.0   0.0   0.0   
NoDocbcCost                                          0.0   0.0   0.0   0.0   
DiffWalk                                             0.0   0.0   0.0   0.0   
BMI_Underweight                                      0.0   0.0   0.0   0.0   
BMI_Healthy weight                                   0.0   0.0   0.0   0.0   
BMI_Overweight                                       0.0   0.0   0.0   0.0   
BMI_Class 1 Obesity                                  0.0   0.0   0.0   0.0   
BMI_Class 2 Obesity                                  0.0   0.0   0.0   0.0   
BMI_Class 3 Obesity                                  0.0   0.0   0.0   0.0   
GenHlth_Excellent                                    0.0   0.0   0.0   0.0   
GenHlth_Very good                                    0.0   0.0   0.0   0.0   
GenHlth_Good                                         0.0   0.0   0.0   0.0   
GenHlth_Fair                                         0.0   0.0   0.0   0.0   
GenHlth_Poor                                         0.0   0.0   0.0   0.0   
MentHlth_0                                           0.0   0.0   0.0   0.0   
MentHlth_1-5                                         0.0   0.0   0.0   0.0   
MentHlth_6-10                                        0.0   0.0   0.0   0.0   
MentHlth_11-15                                       0.0   0.0   0.0   0.0   
MentHlth_16-20                                       0.0   0.0   0.0   0.0   
MentHlth_21-25                                       0.0   0.0   0.0   0.0   
MentHlth_26-30                                       0.0   0.0   0.0   0.0   
PhysHlth_0                                           0.0   0.0   0.0   0.0   
PhysHlth_1-5                                         0.0   0.0   0.0   0.0   
PhysHlth_6-10                                        0.0   0.0   0.0   0.0   
PhysHlth_11-15                                       0.0   0.0   0.0   0.0   
PhysHlth_16-20                                       0.0   0.0   0.0   0.0   
PhysHlth_21-25                                       0.0   0.0   0.0   0.0   
PhysHlth_26-30                                       0.0   0.0   0.0   0.0   
Education_Never attended school or only kinderg...   0.0   0.0   0.0   0.0   
Education_Elementary                                 0.0   0.0   0.0   0.0   
Education_Some high school                           0.0   0.0   0.0   0.0   
Education_High school graduate                       0.0   0.0   0.0   0.0   
Education_Some college or technical school           0.0   0.0   0.0   0.0   
Education_College graduate                           0.0   0.0   0.0   0.0   
Income_Less than $10,000                             0.0   0.0   0.0   0.0   
Income_$10,000-$14,999                               0.0   0.0   0.0   0.0   
Income_$15,000-$19,999                               0.0   0.0   0.0   0.0   
Income_$20,000-$24,999                               0.0   0.0   0.0   0.0   
Income_$25,000-$34,999                               0.0   0.0   0.0   0.0   
Income_$35,000-$49,999                               0.0   0.0   0.0   0.0   
Income_$50,000-$74,999                               0.0   0.0   0.0   0.0   
Income_$75,000 or more                               0.0   0.0   0.0   0.0   
Sex_Female                                           0.0   0.0   0.0   1.0   
Sex_Male                                             0.0   0.0   1.0   0.0   
Age_18-29                                            0.0   1.0   0.0   0.0   
Age_30-49                                            1.0   0.0   0.0   0.0   
Age_50-64                                            0.0   0.0   0.0   0.0   
Age_65+                                              0.0   0.0   0.0   0.0   

                                                            PC54  \
HighBP                                             -0.000000e+00   
HighChol                                            2.044563e-17   
CholCheck                                           1.351641e-15   
Smoker                                             -7.629118e-17   
Stroke                                              1.096873e-16   
HeartDiseaseorAttack                                1.248668e-16   
PhysActivity                                        5.282658e-17   
Fruits                                              4.770910e-17   
Veggies                                             6.442032e-17   
HvyAlcoholConsump                                  -5.806314e-16   
AnyHealthcare                                      -2.066583e-15   
NoDocbcCost                                         2.414861e-16   
DiffWalk                                           -2.619489e-17   
BMI_Underweight                                     8.963737e-02   
BMI_Healthy weight                                 -3.054836e-02   
BMI_Overweight                                     -3.736171e-01   
BMI_Class 1 Obesity                                 2.268148e-01   
BMI_Class 2 Obesity                                 5.446255e-01   
BMI_Class 3 Obesity                                 4.289444e-01   
GenHlth_Excellent                                  -8.000479e-02   
GenHlth_Very good                                  -8.000479e-02   
GenHlth_Good                                       -8.000479e-02   
GenHlth_Fair                                       -8.000479e-02   
GenHlth_Poor                                       -8.000479e-02   
MentHlth_0                                         -1.139165e-01   
MentHlth_1-5                                       -1.139165e-01   
MentHlth_6-10                                      -1.139165e-01   
MentHlth_11-15                                     -1.139165e-01   
MentHlth_16-20                                     -1.139165e-01   
MentHlth_21-25                                     -1.139165e-01   
MentHlth_26-30                                     -1.139165e-01   
PhysHlth_0                                          1.112168e-01   
PhysHlth_1-5                                        1.112168e-01   
PhysHlth_6-10                                       1.112168e-01   
PhysHlth_11-15                                      1.112168e-01   
PhysHlth_16-20                                      1.112168e-01   
PhysHlth_21-25                                      1.112168e-01   
PhysHlth_26-30                                      1.112168e-01   
Education_Never attended school or only kinderg...  1.313550e-01   
Education_Elementary                                1.313550e-01   
Education_Some high school                          1.313550e-01   
Education_High school graduate                      1.313550e-01   
Education_Some college or technical school          1.313550e-01   
Education_College graduate                          1.313550e-01   
Income_Less than $10,000                            2.836265e-02   
Income_$10,000-$14,999                              2.836265e-02   
Income_$15,000-$19,999                              2.836265e-02   
Income_$20,000-$24,999                              2.836265e-02   
Income_$25,000-$34,999                              2.836265e-02   
Income_$35,000-$49,999                              2.836265e-02   
Income_$50,000-$74,999                              2.836265e-02   
Income_$75,000 or more                              2.836265e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC55  \
HighBP                                              0.000000e+00   
HighChol                                           -7.386808e-17   
CholCheck                                           6.462562e-16   
Smoker                                             -6.858315e-17   
Stroke                                              8.240838e-17   
HeartDiseaseorAttack                               -6.088928e-17   
PhysActivity                                        1.478694e-17   
Fruits                                              6.165841e-17   
Veggies                                             4.407638e-17   
HvyAlcoholConsump                                   6.358231e-16   
AnyHealthcare                                       2.693342e-15   
NoDocbcCost                                         2.224895e-16   
DiffWalk                                            3.743600e-18   
BMI_Underweight                                    -1.629041e-01   
BMI_Healthy weight                                  1.886534e-01   
BMI_Overweight                                      3.924282e-01   
BMI_Class 1 Obesity                                 3.619293e-01   
BMI_Class 2 Obesity                                 3.823895e-01   
BMI_Class 3 Obesity                                -2.044221e-01   
GenHlth_Excellent                                  -1.374213e-01   
GenHlth_Very good                                  -1.374213e-01   
GenHlth_Good                                       -1.374213e-01   
GenHlth_Fair                                       -1.374213e-01   
GenHlth_Poor                                       -1.374213e-01   
MentHlth_0                                          1.357148e-02   
MentHlth_1-5                                        1.357148e-02   
MentHlth_6-10                                       1.357148e-02   
MentHlth_11-15                                      1.357148e-02   
MentHlth_16-20                                      1.357148e-02   
MentHlth_21-25                                      1.357148e-02   
MentHlth_26-30                                      1.357148e-02   
PhysHlth_0                                         -6.029543e-02   
PhysHlth_1-5                                       -6.029543e-02   
PhysHlth_6-10                                      -6.029543e-02   
PhysHlth_11-15                                     -6.029543e-02   
PhysHlth_16-20                                     -6.029543e-02   
PhysHlth_21-25                                     -6.029543e-02   
PhysHlth_26-30                                     -6.029543e-02   
Education_Never attended school or only kinderg... -9.635624e-02   
Education_Elementary                               -9.635624e-02   
Education_Some high school                         -9.635624e-02   
Education_High school graduate                     -9.635624e-02   
Education_Some college or technical school         -9.635624e-02   
Education_College graduate                         -9.635624e-02   
Income_Less than $10,000                            1.897370e-01   
Income_$10,000-$14,999                              1.897370e-01   
Income_$15,000-$19,999                              1.897370e-01   
Income_$20,000-$24,999                              1.897370e-01   
Income_$25,000-$34,999                              1.897370e-01   
Income_$35,000-$49,999                              1.897370e-01   
Income_$50,000-$74,999                              1.897370e-01   
Income_$75,000 or more                              1.897370e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC56  \
HighBP                                              0.000000e+00   
HighChol                                           -3.528520e-17   
CholCheck                                          -4.686612e-16   
Smoker                                             -4.820188e-18   
Stroke                                              1.328906e-16   
HeartDiseaseorAttack                               -3.298485e-17   
PhysActivity                                       -9.093854e-18   
Fruits                                             -6.803151e-17   
Veggies                                             1.384592e-16   
HvyAlcoholConsump                                   2.063309e-16   
AnyHealthcare                                       1.055166e-15   
NoDocbcCost                                         2.433083e-16   
DiffWalk                                            3.137077e-17   
BMI_Underweight                                    -4.812988e-01   
BMI_Healthy weight                                 -1.491365e-01   
BMI_Overweight                                      2.803494e-02   
BMI_Class 1 Obesity                                -5.125007e-01   
BMI_Class 2 Obesity                                 1.419103e-01   
BMI_Class 3 Obesity                                 5.271394e-01   
GenHlth_Excellent                                  -4.970850e-02   
GenHlth_Very good                                  -4.970850e-02   
GenHlth_Good                                       -4.970850e-02   
GenHlth_Fair                                       -4.970850e-02   
GenHlth_Poor                                       -4.970850e-02   
MentHlth_0                                         -1.881035e-02   
MentHlth_1-5                                       -1.881035e-02   
MentHlth_6-10                                      -1.881035e-02   
MentHlth_11-15                                     -1.881035e-02   
MentHlth_16-20                                     -1.881035e-02   
MentHlth_21-25                                     -1.881035e-02   
MentHlth_26-30                                     -1.881035e-02   
PhysHlth_0                                         -1.093902e-01   
PhysHlth_1-5                                       -1.093902e-01   
PhysHlth_6-10                                      -1.093902e-01   
PhysHlth_11-15                                     -1.093902e-01   
PhysHlth_16-20                                     -1.093902e-01   
PhysHlth_21-25                                     -1.093902e-01   
PhysHlth_26-30                                     -1.093902e-01   
Education_Never attended school or only kinderg... -1.173682e-01   
Education_Elementary                               -1.173682e-01   
Education_Some high school                         -1.173682e-01   
Education_High school graduate                     -1.173682e-01   
Education_Some college or technical school         -1.173682e-01   
Education_College graduate                         -1.173682e-01   
Income_Less than $10,000                            2.063231e-02   
Income_$10,000-$14,999                              2.063231e-02   
Income_$15,000-$19,999                              2.063231e-02   
Income_$20,000-$24,999                              2.063231e-02   
Income_$25,000-$34,999                              2.063231e-02   
Income_$35,000-$49,999                              2.063231e-02   
Income_$50,000-$74,999                              2.063231e-02   
Income_$75,000 or more                              2.063231e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC57          PC58  
HighBP                                             -0.000000e+00 -0.000000e+00  
HighChol                                            1.380080e-16  5.276291e-18  
CholCheck                                           1.246339e-15 -1.592260e-15  
Smoker                                              4.971273e-17 -4.238651e-17  
Stroke                                              9.332619e-17 -4.183501e-17  
HeartDiseaseorAttack                               -4.089886e-17  5.643931e-17  
PhysActivity                                       -1.411859e-16 -7.234441e-19  
Fruits                                             -2.669814e-17 -1.166177e-16  
Veggies                                            -1.006859e-17  4.661008e-17  
HvyAlcoholConsump                                  -1.115642e-15 -2.164643e-16  
AnyHealthcare                                      -1.061781e-15  7.941030e-17  
NoDocbcCost                                        -2.772925e-16  5.446235e-18  
DiffWalk                                           -7.646362e-17  9.566700e-18  
BMI_Underweight                                    -2.973577e-02  1.255958e-01  
BMI_Healthy weight                                 -1.089096e-01 -1.510620e-01  
BMI_Overweight                                     -1.536127e-01  7.696295e-01  
BMI_Class 1 Obesity                                 2.725144e-01  8.274216e-02  
BMI_Class 2 Obesity                                 2.227914e-01  1.195707e-01  
BMI_Class 3 Obesity                                 2.324437e-01  2.703202e-01  
GenHlth_Excellent                                   1.455557e-01  2.900036e-02  
GenHlth_Very good                                   1.455557e-01  2.900036e-02  
GenHlth_Good                                        1.455557e-01  2.900036e-02  
GenHlth_Fair                                        1.455557e-01  2.900036e-02  
GenHlth_Poor                                        1.455557e-01  2.900036e-02  
MentHlth_0                                          3.067158e-01 -2.556583e-02  
MentHlth_1-5                                        3.067158e-01 -2.556583e-02  
MentHlth_6-10                                       3.067158e-01 -2.556583e-02  
MentHlth_11-15                                      3.067158e-01 -2.556583e-02  
MentHlth_16-20                                      3.067158e-01 -2.556583e-02  
MentHlth_21-25                                      3.067158e-01 -2.556583e-02  
MentHlth_26-30                                      3.067158e-01 -2.556583e-02  
PhysHlth_0                                         -5.442576e-02 -4.088290e-02  
PhysHlth_1-5                                       -5.442576e-02 -4.088290e-02  
PhysHlth_6-10                                      -5.442576e-02 -4.088290e-02  
PhysHlth_11-15                                     -5.442576e-02 -4.088290e-02  
PhysHlth_16-20                                     -5.442576e-02 -4.088290e-02  
PhysHlth_21-25                                     -5.442576e-02 -4.088290e-02  
PhysHlth_26-30                                     -5.442576e-02 -4.088290e-02  
Education_Never attended school or only kinderg...  7.004917e-03  1.543573e-01  
Education_Elementary                                7.004917e-03  1.543573e-01  
Education_Some high school                          7.004917e-03  1.543573e-01  
Education_High school graduate                      7.004917e-03  1.543573e-01  
Education_Some college or technical school          7.004917e-03  1.543573e-01  
Education_College graduate                          7.004917e-03  1.543573e-01  
Income_Less than $10,000                           -5.514731e-03 -1.180162e-01  
Income_$10,000-$14,999                             -5.514731e-03 -1.180162e-01  
Income_$15,000-$19,999                             -5.514731e-03 -1.180162e-01  
Income_$20,000-$24,999                             -5.514731e-03 -1.180162e-01  
Income_$25,000-$34,999                             -5.514731e-03 -1.180162e-01  
Income_$35,000-$49,999                             -5.514731e-03 -1.180162e-01  
Income_$50,000-$74,999                             -5.514731e-03 -1.180162e-01  
Income_$75,000 or more                             -5.514731e-03 -1.180162e-01  
Sex_Female                                         -0.000000e+00 -0.000000e+00  
Sex_Male                                           -0.000000e+00 -0.000000e+00  
Age_18-29                                          -0.000000e+00 -0.000000e+00  
Age_30-49                                          -0.000000e+00 -0.000000e+00  
Age_50-64                                          -0.000000e+00 -0.000000e+00  
Age_65+                                            -0.000000e+00 -0.000000e+00  

[58 rows x 58 columns]

PCA Results for Subset_47:
        PC1       PC2       PC3       PC4       PC5       PC6       PC7  \
0  1.395850 -0.423254  0.390248 -0.656880 -0.029508 -0.074220 -0.558008   
1 -0.090631 -0.313783 -0.178633 -0.556597 -0.155428 -0.198152  1.388827   
2  0.175085 -0.378530  0.588925  0.915774  0.006363  0.610558  0.486098   
3 -0.199357 -0.525965 -0.349717  0.995486  0.769604  0.081588 -0.257257   
4 -0.026320 -0.944720 -0.194636 -0.820288 -1.086453 -0.077772  0.042996   

        PC8       PC9      PC10  ...  PC49  PC50  PC51  PC52  PC53  \
0  0.297311  0.147846 -0.008575  ...   0.0   0.0   0.0   0.0   0.0   
1  0.211274 -0.246919  0.460437  ...   0.0   0.0   0.0   0.0   0.0   
2  0.458488  0.631908  0.039844  ...   0.0   0.0   0.0   0.0   0.0   
3 -0.825562  0.292372 -0.274283  ...   0.0   0.0   0.0   0.0   0.0   
4 -0.391483 -0.539345  0.827723  ...   0.0   0.0   0.0   0.0   0.0   

           PC54          PC55          PC56          PC57          PC58  
0  5.551115e-16 -9.436896e-16 -6.661338e-16  1.332268e-15 -8.326673e-16  
1  1.110223e-16  2.775558e-16 -2.220446e-16 -2.220446e-16 -1.110223e-16  
2 -2.220446e-16  0.000000e+00  5.551115e-17 -1.110223e-16 -1.665335e-16  
3  0.000000e+00  1.110223e-16  2.220446e-16 -2.220446e-16 -3.885781e-16  
4  2.220446e-16 -1.665335e-16 -1.665335e-16  0.000000e+00 -5.551115e-17  

[5 rows x 58 columns]
No description has been provided for this image
For Subset_47, retain 24 components to explain 90% of the variance.


Explained Variance for Subset_48:
[1.07552327e-01 6.50076831e-02 5.81394019e-02 5.61081327e-02
 4.82805926e-02 4.67243974e-02 4.61004697e-02 4.40963556e-02
 4.28746026e-02 3.76901483e-02 3.56974498e-02 2.90501685e-02
 2.85515724e-02 2.80648450e-02 2.70032044e-02 2.54770403e-02
 2.47179511e-02 2.40265983e-02 2.20972109e-02 2.09939181e-02
 1.94414992e-02 1.78501039e-02 1.64732551e-02 1.49875797e-02
 1.41356512e-02 1.29913003e-02 1.23522269e-02 1.10644207e-02
 9.94331237e-03 9.22575543e-03 7.74927211e-03 7.31761719e-03
 6.22816393e-03 5.37912496e-03 4.82607907e-03 3.73613548e-03
 2.52498141e-03 2.02916975e-03 1.91588682e-03 1.37513527e-03
 1.99260188e-04 1.31929325e-17 1.04029417e-17 7.16787412e-18
 3.36210395e-18 3.09498531e-18 2.84116191e-18 1.24525441e-18
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 0.00000000e+00]

Cumulative Variance for Subset_48:
[0.10755233 0.17256001 0.23069941 0.28680754 0.33508814 0.38181253
 0.427913   0.47200936 0.51488396 0.55257411 0.58827156 0.61732173
 0.6458733  0.67393815 0.70094135 0.72641839 0.75113634 0.77516294
 0.79726015 0.81825407 0.83769557 0.85554567 0.87201893 0.88700651
 0.90114216 0.91413346 0.92648569 0.93755011 0.94749342 0.95671917
 0.96446845 0.97178606 0.97801423 0.98339335 0.98821943 0.99195557
 0.99448055 0.99650972 0.9984256  0.99980074 1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.        ]

Loadings for Subset_48:
                                                             PC1  \
HighBP                                             -8.405163e-02   
HighChol                                           -1.352685e-01   
CholCheck                                           1.403904e-03   
Smoker                                             -7.605462e-02   
Stroke                                             -6.324633e-02   
HeartDiseaseorAttack                               -1.552178e-01   
PhysActivity                                        2.880023e-01   
Fruits                                              8.370474e-02   
Veggies                                             6.728961e-02   
HvyAlcoholConsump                                   1.091108e-02   
AnyHealthcare                                       7.672554e-03   
NoDocbcCost                                        -6.633028e-02   
DiffWalk                                           -3.829887e-01   
BMI_Underweight                                     6.617445e-24   
BMI_Healthy weight                                 -4.135903e-25   
BMI_Overweight                                      1.033976e-25   
BMI_Class 1 Obesity                                -1.292470e-26   
BMI_Class 2 Obesity                                -0.000000e+00   
BMI_Class 3 Obesity                                 4.038968e-28   
GenHlth_Excellent                                   2.124057e-02   
GenHlth_Very good                                   1.641590e-01   
GenHlth_Good                                        3.025837e-01   
GenHlth_Fair                                       -3.246611e-01   
GenHlth_Poor                                       -1.633221e-01   
MentHlth_0                                          2.956484e-01   
MentHlth_1-5                                       -1.035386e-01   
MentHlth_6-10                                      -3.716779e-02   
MentHlth_11-15                                     -4.575983e-02   
MentHlth_16-20                                     -1.791512e-02   
MentHlth_21-25                                     -1.157376e-02   
MentHlth_26-30                                     -7.969336e-02   
PhysHlth_0                                          4.524390e-01   
PhysHlth_1-5                                       -3.458490e-02   
PhysHlth_6-10                                      -4.325388e-02   
PhysHlth_11-15                                     -5.530191e-02   
PhysHlth_16-20                                     -3.235377e-02   
PhysHlth_21-25                                     -2.243044e-02   
PhysHlth_26-30                                     -2.645141e-01   
Education_Never attended school or only kinderg... -1.013612e-03   
Education_Elementary                               -1.768492e-02   
Education_Some high school                         -3.558049e-02   
Education_High school graduate                     -7.065192e-02   
Education_Some college or technical school         -2.049605e-02   
Education_College graduate                          1.454270e-01   
Income_Less than $10,000                           -5.357334e-02   
Income_$10,000-$14,999                             -8.028986e-02   
Income_$15,000-$19,999                             -5.381197e-02   
Income_$20,000-$24,999                             -2.316209e-02   
Income_$25,000-$34,999                              2.442224e-02   
Income_$35,000-$49,999                              5.684085e-02   
Income_$50,000-$74,999                              5.700635e-02   
Income_$75,000 or more                              7.256782e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC2  \
HighBP                                              5.680266e-02   
HighChol                                            5.639707e-02   
CholCheck                                           7.073340e-03   
Smoker                                              4.895510e-02   
Stroke                                              1.828094e-03   
HeartDiseaseorAttack                                9.097761e-03   
PhysActivity                                       -1.511634e-01   
Fruits                                             -2.864129e-01   
Veggies                                            -2.263704e-01   
HvyAlcoholConsump                                  -1.696106e-02   
AnyHealthcare                                      -6.663641e-03   
NoDocbcCost                                        -2.276784e-02   
DiffWalk                                           -1.660086e-02   
BMI_Underweight                                     0.000000e+00   
BMI_Healthy weight                                 -3.252607e-19   
BMI_Overweight                                     -5.421011e-20   
BMI_Class 1 Obesity                                 2.710505e-20   
BMI_Class 2 Obesity                                -6.776264e-21   
BMI_Class 3 Obesity                                -1.694066e-21   
GenHlth_Excellent                                   1.217518e-02   
GenHlth_Very good                                   2.697807e-02   
GenHlth_Good                                       -1.057020e-01   
GenHlth_Fair                                        8.634082e-02   
GenHlth_Poor                                       -1.979206e-02   
MentHlth_0                                          3.584026e-01   
MentHlth_1-5                                       -2.607306e-01   
MentHlth_6-10                                      -1.681051e-02   
MentHlth_11-15                                     -2.613666e-02   
MentHlth_16-20                                     -1.721500e-02   
MentHlth_21-25                                     -3.829674e-03   
MentHlth_26-30                                     -3.368013e-02   
PhysHlth_0                                          2.289805e-01   
PhysHlth_1-5                                       -1.520034e-01   
PhysHlth_6-10                                      -6.299979e-03   
PhysHlth_11-15                                     -1.726067e-02   
PhysHlth_16-20                                      3.560145e-03   
PhysHlth_21-25                                     -9.921263e-03   
PhysHlth_26-30                                     -4.705533e-02   
Education_Never attended school or only kinderg... -2.068641e-03   
Education_Elementary                                3.269034e-03   
Education_Some high school                          2.583955e-02   
Education_High school graduate                      5.627466e-01   
Education_Some college or technical school         -2.242526e-01   
Education_College graduate                         -3.655339e-01   
Income_Less than $10,000                            3.403507e-02   
Income_$10,000-$14,999                              7.967680e-02   
Income_$15,000-$19,999                              6.896497e-02   
Income_$20,000-$24,999                              1.403152e-02   
Income_$25,000-$34,999                              3.551551e-02   
Income_$35,000-$49,999                             -2.680473e-02   
Income_$50,000-$74,999                             -9.725455e-02   
Income_$75,000 or more                             -1.081646e-01   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC3  \
HighBP                                              2.366011e-02   
HighChol                                            7.311339e-02   
CholCheck                                          -9.465398e-04   
Smoker                                             -1.162924e-01   
Stroke                                             -8.657460e-03   
HeartDiseaseorAttack                               -6.737318e-02   
PhysActivity                                       -2.187790e-02   
Fruits                                             -8.545111e-02   
Veggies                                            -8.523826e-02   
HvyAlcoholConsump                                  -2.286844e-06   
AnyHealthcare                                      -2.295172e-03   
NoDocbcCost                                        -6.164245e-03   
DiffWalk                                            2.630366e-02   
BMI_Underweight                                    -5.551115e-17   
BMI_Healthy weight                                  5.551115e-17   
BMI_Overweight                                      1.387779e-17   
BMI_Class 1 Obesity                                 3.469447e-18   
BMI_Class 2 Obesity                                 1.734723e-18   
BMI_Class 3 Obesity                                -0.000000e+00   
GenHlth_Excellent                                  -1.476017e-02   
GenHlth_Very good                                  -1.998481e-01   
GenHlth_Good                                        4.791831e-01   
GenHlth_Fair                                       -2.376276e-01   
GenHlth_Poor                                       -2.694729e-02   
MentHlth_0                                         -3.265534e-01   
MentHlth_1-5                                        2.711525e-01   
MentHlth_6-10                                       2.805262e-02   
MentHlth_11-15                                      1.567505e-02   
MentHlth_16-20                                      6.053551e-03   
MentHlth_21-25                                     -2.151790e-04   
MentHlth_26-30                                      5.834947e-03   
PhysHlth_0                                         -1.312303e-01   
PhysHlth_1-5                                        2.638111e-01   
PhysHlth_6-10                                      -8.075583e-03   
PhysHlth_11-15                                      1.716920e-02   
PhysHlth_16-20                                     -1.173727e-02   
PhysHlth_21-25                                     -8.224003e-03   
PhysHlth_26-30                                     -1.217132e-01   
Education_Never attended school or only kinderg...  1.533322e-03   
Education_Elementary                               -7.104211e-03   
Education_Some high school                         -3.002128e-02   
Education_High school graduate                      3.820725e-01   
Education_Some college or technical school         -4.327303e-01   
Education_College graduate                          8.624995e-02   
Income_Less than $10,000                           -8.107505e-03   
Income_$10,000-$14,999                             -1.457778e-02   
Income_$15,000-$19,999                              2.901075e-02   
Income_$20,000-$24,999                              4.759992e-02   
Income_$25,000-$34,999                              8.880739e-04   
Income_$35,000-$49,999                             -4.231361e-02   
Income_$50,000-$74,999                              3.158784e-02   
Income_$75,000 or more                             -4.408769e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC4  \
HighBP                                              5.888354e-02   
HighChol                                            1.168937e-01   
CholCheck                                           1.596420e-03   
Smoker                                              1.517881e-01   
Stroke                                              1.837631e-02   
HeartDiseaseorAttack                                9.882821e-02   
PhysActivity                                       -1.779306e-01   
Fruits                                             -2.462818e-01   
Veggies                                            -1.388876e-01   
HvyAlcoholConsump                                  -1.254279e-02   
AnyHealthcare                                      -5.185308e-03   
NoDocbcCost                                         1.999872e-02   
DiffWalk                                            5.039491e-02   
BMI_Underweight                                     5.551115e-17   
BMI_Healthy weight                                 -1.387779e-17   
BMI_Overweight                                      0.000000e+00   
BMI_Class 1 Obesity                                -3.469447e-18   
BMI_Class 2 Obesity                                 1.734723e-18   
BMI_Class 3 Obesity                                 4.336809e-19   
GenHlth_Excellent                                  -2.178943e-02   
GenHlth_Very good                                  -2.004603e-01   
GenHlth_Good                                        4.783543e-01   
GenHlth_Fair                                       -3.100680e-01   
GenHlth_Poor                                        5.396346e-02   
MentHlth_0                                          1.500738e-02   
MentHlth_1-5                                       -2.788647e-02   
MentHlth_6-10                                       1.316216e-02   
MentHlth_11-15                                     -7.939784e-03   
MentHlth_16-20                                      5.671230e-03   
MentHlth_21-25                                     -3.238693e-03   
MentHlth_26-30                                      5.224176e-03   
PhysHlth_0                                          2.359831e-02   
PhysHlth_1-5                                       -5.977555e-02   
PhysHlth_6-10                                       1.608129e-02   
PhysHlth_11-15                                     -7.273062e-03   
PhysHlth_16-20                                     -1.163790e-02   
PhysHlth_21-25                                     -7.486992e-03   
PhysHlth_26-30                                      4.649391e-02   
Education_Never attended school or only kinderg...  2.617934e-04   
Education_Elementary                               -1.864776e-03   
Education_Some high school                         -2.011884e-03   
Education_High school graduate                     -1.920471e-01   
Education_Some college or technical school          5.385681e-01   
Education_College graduate                         -3.429062e-01   
Income_Less than $10,000                            2.066436e-03   
Income_$10,000-$14,999                              2.995620e-02   
Income_$15,000-$19,999                              1.484965e-02   
Income_$20,000-$24,999                              5.345160e-02   
Income_$25,000-$34,999                              2.816886e-02   
Income_$35,000-$49,999                             -2.769044e-02   
Income_$50,000-$74,999                             -1.037441e-02   
Income_$75,000 or more                             -9.042788e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC5  \
HighBP                                              6.231241e-02   
HighChol                                           -2.512058e-02   
CholCheck                                           1.065089e-03   
Smoker                                             -3.237940e-01   
Stroke                                              2.883343e-02   
HeartDiseaseorAttack                                3.326276e-02   
PhysActivity                                        8.971573e-02   
Fruits                                              6.460236e-01   
Veggies                                             3.262907e-01   
HvyAlcoholConsump                                  -1.174157e-02   
AnyHealthcare                                       8.347564e-03   
NoDocbcCost                                         2.709517e-02   
DiffWalk                                            8.348864e-02   
BMI_Underweight                                    -5.551115e-17   
BMI_Healthy weight                                  5.551115e-17   
BMI_Overweight                                     -0.000000e+00   
BMI_Class 1 Obesity                                -0.000000e+00   
BMI_Class 2 Obesity                                -0.000000e+00   
BMI_Class 3 Obesity                                 2.775558e-17   
GenHlth_Excellent                                  -4.676912e-03   
GenHlth_Very good                                  -2.470415e-02   
GenHlth_Good                                        5.798126e-02   
GenHlth_Fair                                       -1.711950e-01   
GenHlth_Poor                                        1.425948e-01   
MentHlth_0                                         -1.059247e-02   
MentHlth_1-5                                       -5.757591e-02   
MentHlth_6-10                                      -3.979378e-03   
MentHlth_11-15                                      1.363581e-02   
MentHlth_16-20                                      1.815291e-04   
MentHlth_21-25                                      6.394710e-03   
MentHlth_26-30                                      5.193572e-02   
PhysHlth_0                                         -1.547163e-02   
PhysHlth_1-5                                       -8.639550e-02   
PhysHlth_6-10                                      -4.959546e-04   
PhysHlth_11-15                                     -1.025929e-03   
PhysHlth_16-20                                     -2.911718e-03   
PhysHlth_21-25                                      7.286679e-03   
PhysHlth_26-30                                      9.901405e-02   
Education_Never attended school or only kinderg...  2.029624e-03   
Education_Elementary                               -6.933315e-03   
Education_Some high school                         -2.372481e-02   
Education_High school graduate                      2.839646e-01   
Education_Some college or technical school          1.250097e-01   
Education_College graduate                         -3.803458e-01   
Income_Less than $10,000                            1.127713e-02   
Income_$10,000-$14,999                              9.971276e-02   
Income_$15,000-$19,999                              4.993810e-02   
Income_$20,000-$24,999                             -1.882877e-02   
Income_$25,000-$34,999                             -7.018541e-03   
Income_$35,000-$49,999                              3.320066e-02   
Income_$50,000-$74,999                             -5.595522e-02   
Income_$75,000 or more                             -1.123261e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC6  \
HighBP                                              1.619167e-01   
HighChol                                            6.882306e-01   
CholCheck                                           8.127063e-03   
Smoker                                              5.589344e-01   
Stroke                                              1.176176e-02   
HeartDiseaseorAttack                                1.066430e-01   
PhysActivity                                        1.682429e-01   
Fruits                                              2.081516e-01   
Veggies                                             2.293734e-01   
HvyAlcoholConsump                                   3.146902e-03   
AnyHealthcare                                       3.153514e-03   
NoDocbcCost                                        -1.768763e-02   
DiffWalk                                            2.352060e-02   
BMI_Underweight                                    -5.551115e-17   
BMI_Healthy weight                                 -4.163336e-17   
BMI_Overweight                                      2.775558e-17   
BMI_Class 1 Obesity                                 0.000000e+00   
BMI_Class 2 Obesity                                 5.551115e-17   
BMI_Class 3 Obesity                                -5.551115e-17   
GenHlth_Excellent                                  -1.643704e-02   
GenHlth_Very good                                  -5.893864e-03   
GenHlth_Good                                        3.909177e-02   
GenHlth_Fair                                        4.036188e-02   
GenHlth_Poor                                       -5.712274e-02   
MentHlth_0                                          4.663738e-02   
MentHlth_1-5                                        3.157221e-03   
MentHlth_6-10                                      -3.884564e-03   
MentHlth_11-15                                     -1.150579e-02   
MentHlth_16-20                                      4.410814e-03   
MentHlth_21-25                                     -7.943706e-03   
MentHlth_26-30                                     -3.087135e-02   
PhysHlth_0                                          8.131103e-02   
PhysHlth_1-5                                       -3.830248e-03   
PhysHlth_6-10                                       9.370436e-03   
PhysHlth_11-15                                     -1.965294e-03   
PhysHlth_16-20                                      6.709387e-03   
PhysHlth_21-25                                      4.079342e-03   
PhysHlth_26-30                                     -9.567465e-02   
Education_Never attended school or only kinderg...  1.812700e-03   
Education_Elementary                               -1.036924e-02   
Education_Some high school                         -2.151761e-02   
Education_High school graduate                      5.188308e-02   
Education_Some college or technical school         -8.232718e-02   
Education_College graduate                          6.051825e-02   
Income_Less than $10,000                           -1.989620e-02   
Income_$10,000-$14,999                              3.056618e-02   
Income_$15,000-$19,999                             -1.668028e-02   
Income_$20,000-$24,999                              2.860494e-02   
Income_$25,000-$34,999                             -8.299002e-02   
Income_$35,000-$49,999                              3.438303e-02   
Income_$50,000-$74,999                              2.782589e-02   
Income_$75,000 or more                             -1.813543e-03   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                             PC7  \
HighBP                                              7.497787e-02   
HighChol                                            1.194177e-01   
CholCheck                                           6.920760e-03   
Smoker                                             -2.262466e-01   
Stroke                                              1.910766e-02   
HeartDiseaseorAttack                                5.600688e-02   
PhysActivity                                       -2.457409e-01   
Fruits                                              1.131925e-01   
Veggies                                             2.784417e-02   
HvyAlcoholConsump                                  -4.904160e-03   
AnyHealthcare                                      -1.704310e-03   
NoDocbcCost                                        -2.469634e-02   
DiffWalk                                            2.532412e-01   
BMI_Underweight                                     1.474515e-16   
BMI_Healthy weight                                 -1.804112e-16   
BMI_Overweight                                     -8.326673e-17   
BMI_Class 1 Obesity                                 2.775558e-17   
BMI_Class 2 Obesity                                -1.040834e-16   
BMI_Class 3 Obesity                                 9.714451e-17   
GenHlth_Excellent                                  -4.157784e-03   
GenHlth_Very good                                  -2.458816e-01   
GenHlth_Good                                        2.243709e-01   
GenHlth_Fair                                       -3.532424e-02   
GenHlth_Poor                                        6.099277e-02   
MentHlth_0                                          5.014138e-01   
MentHlth_1-5                                       -4.018868e-01   
MentHlth_6-10                                      -2.981253e-02   
MentHlth_11-15                                     -2.860103e-02   
MentHlth_16-20                                     -4.827941e-03   
MentHlth_21-25                                     -5.200728e-03   
MentHlth_26-30                                     -3.108480e-02   
PhysHlth_0                                         -2.013529e-01   
PhysHlth_1-5                                        6.704091e-02   
PhysHlth_6-10                                       3.425008e-02   
PhysHlth_11-15                                     -1.523243e-02   
PhysHlth_16-20                                      7.253847e-04   
PhysHlth_21-25                                      2.683461e-03   
PhysHlth_26-30                                      1.118855e-01   
Education_Never attended school or only kinderg... -1.435450e-03   
Education_Elementary                               -3.899496e-03   
Education_Some high school                          5.312992e-02   
Education_High school graduate                     -1.743426e-01   
Education_Some college or technical school         -2.067442e-01   
Education_College graduate                          3.332919e-01   
Income_Less than $10,000                            1.548087e-02   
Income_$10,000-$14,999                             -1.684843e-02   
Income_$15,000-$19,999                             -2.581852e-02   
Income_$20,000-$24,999                             -1.234606e-02   
Income_$25,000-$34,999                             -3.445397e-02   
Income_$35,000-$49,999                             -2.714937e-02   
Income_$50,000-$74,999                              3.073165e-02   
Income_$75,000 or more                              7.040384e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC8  \
HighBP                                             -1.909563e-01   
HighChol                                           -3.044723e-01   
CholCheck                                          -3.935853e-03   
Smoker                                              4.808939e-01   
Stroke                                              5.316049e-03   
HeartDiseaseorAttack                               -1.533388e-02   
PhysActivity                                       -3.564994e-01   
Fruits                                              1.582997e-01   
Veggies                                             5.443645e-02   
HvyAlcoholConsump                                   1.923278e-02   
AnyHealthcare                                      -7.130414e-03   
NoDocbcCost                                         6.822824e-03   
DiffWalk                                            1.562913e-01   
BMI_Underweight                                     1.387779e-16   
BMI_Healthy weight                                  2.775558e-17   
BMI_Overweight                                     -2.775558e-17   
BMI_Class 1 Obesity                                 1.110223e-16   
BMI_Class 2 Obesity                                 2.775558e-17   
BMI_Class 3 Obesity                                 5.551115e-17   
GenHlth_Excellent                                   1.039525e-02   
GenHlth_Very good                                   1.285905e-01   
GenHlth_Good                                       -1.833952e-03   
GenHlth_Fair                                       -3.682619e-01   
GenHlth_Poor                                        2.311101e-01   
MentHlth_0                                         -9.344387e-02   
MentHlth_1-5                                       -3.825203e-03   
MentHlth_6-10                                      -1.382322e-02   
MentHlth_11-15                                      1.508208e-02   
MentHlth_16-20                                      2.069713e-02   
MentHlth_21-25                                      1.267016e-02   
MentHlth_26-30                                      6.264292e-02   
PhysHlth_0                                          1.698182e-01   
PhysHlth_1-5                                       -2.555519e-01   
PhysHlth_6-10                                      -6.915125e-02   
PhysHlth_11-15                                     -4.619841e-02   
PhysHlth_16-20                                     -2.188357e-02   
PhysHlth_21-25                                     -5.058794e-03   
PhysHlth_26-30                                      2.280256e-01   
Education_Never attended school or only kinderg...  3.871977e-04   
Education_Elementary                                7.815083e-03   
Education_Some high school                         -1.349309e-02   
Education_High school graduate                      4.954676e-02   
Education_Some college or technical school         -2.035257e-01   
Education_College graduate                          1.592697e-01   
Income_Less than $10,000                            1.215261e-04   
Income_$10,000-$14,999                              3.717513e-02   
Income_$15,000-$19,999                             -8.051459e-03   
Income_$20,000-$24,999                             -5.709041e-03   
Income_$25,000-$34,999                             -6.711411e-03   
Income_$35,000-$49,999                             -9.801482e-02   
Income_$50,000-$74,999                              5.549543e-03   
Income_$75,000 or more                              7.564053e-02   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                             PC9  \
HighBP                                             -9.834442e-02   
HighChol                                           -4.461937e-01   
CholCheck                                          -2.759663e-03   
Smoker                                              4.497151e-01   
Stroke                                             -5.799934e-02   
HeartDiseaseorAttack                               -9.283816e-02   
PhysActivity                                        8.446685e-02   
Fruits                                              1.260445e-01   
Veggies                                             1.421915e-01   
HvyAlcoholConsump                                   8.739178e-03   
AnyHealthcare                                       1.489923e-02   
NoDocbcCost                                        -4.289860e-02   
DiffWalk                                            1.307413e-01   
BMI_Underweight                                    -1.249001e-16   
BMI_Healthy weight                                 -5.551115e-17   
BMI_Overweight                                      5.551115e-17   
BMI_Class 1 Obesity                                -1.942890e-16   
BMI_Class 2 Obesity                                 0.000000e+00   
BMI_Class 3 Obesity                                 0.000000e+00   
GenHlth_Excellent                                  -6.615306e-03   
GenHlth_Very good                                  -7.740646e-02   
GenHlth_Good                                        1.168259e-01   
GenHlth_Fair                                        1.789059e-01   
GenHlth_Poor                                       -2.117100e-01   
MentHlth_0                                          2.291827e-01   
MentHlth_1-5                                       -5.824451e-02   
MentHlth_6-10                                      -3.078408e-02   
MentHlth_11-15                                     -4.319804e-02   
MentHlth_16-20                                     -8.300057e-03   
MentHlth_21-25                                     -7.226599e-03   
MentHlth_26-30                                     -8.142945e-02   
PhysHlth_0                                         -2.978319e-01   
PhysHlth_1-5                                        3.904176e-01   
PhysHlth_6-10                                       5.320543e-02   
PhysHlth_11-15                                      1.053505e-02   
PhysHlth_16-20                                      4.161128e-03   
PhysHlth_21-25                                      4.177470e-03   
PhysHlth_26-30                                     -1.646647e-01   
Education_Never attended school or only kinderg... -1.605155e-03   
Education_Elementary                               -2.571133e-02   
Education_Some high school                         -4.047646e-02   
Education_High school graduate                      1.197847e-01   
Education_Some college or technical school          9.598105e-02   
Education_College graduate                         -1.479728e-01   
Income_Less than $10,000                           -2.155468e-02   
Income_$10,000-$14,999                             -8.001303e-02   
Income_$15,000-$19,999                              1.248172e-03   
Income_$20,000-$24,999                              2.662370e-02   
Income_$25,000-$34,999                              1.485180e-01   
Income_$35,000-$49,999                              1.791346e-03   
Income_$50,000-$74,999                             -1.610427e-02   
Income_$75,000 or more                             -6.050925e-02   
Sex_Female                                          0.000000e+00   
Sex_Male                                            0.000000e+00   
Age_18-29                                           0.000000e+00   
Age_30-49                                           0.000000e+00   
Age_50-64                                           0.000000e+00   
Age_65+                                             0.000000e+00   

                                                            PC10  ...  PC49  \
HighBP                                             -6.861890e-02  ...   0.0   
HighChol                                           -8.540570e-02  ...   0.0   
CholCheck                                          -9.444749e-03  ...   0.0   
Smoker                                              9.400700e-02  ...   0.0   
Stroke                                              1.013341e-01  ...   0.0   
HeartDiseaseorAttack                                2.432485e-01  ...   0.0   
PhysActivity                                        7.277083e-01  ...   0.0   
Fruits                                             -1.455972e-01  ...   0.0   
Veggies                                            -1.666746e-01  ...   0.0   
HvyAlcoholConsump                                  -1.521123e-04  ...   0.0   
AnyHealthcare                                      -3.521282e-03  ...   0.0   
NoDocbcCost                                         7.479264e-02  ...   0.0   
DiffWalk                                            4.262090e-02  ...   0.0   
BMI_Underweight                                    -0.000000e+00  ...   0.0   
BMI_Healthy weight                                 -8.326673e-17  ...   0.0   
BMI_Overweight                                     -5.551115e-17  ...   0.0   
BMI_Class 1 Obesity                                 5.551115e-17  ...   0.0   
BMI_Class 2 Obesity                                -1.665335e-16  ...   0.0   
BMI_Class 3 Obesity                                -1.387779e-16  ...   0.0   
GenHlth_Excellent                                   1.180362e-02  ...   0.0   
GenHlth_Very good                                  -3.797826e-02  ...   0.0   
GenHlth_Good                                       -1.593513e-02  ...   0.0   
GenHlth_Fair                                       -2.081655e-01  ...   0.0   
GenHlth_Poor                                        2.502752e-01  ...   0.0   
MentHlth_0                                          7.305800e-02  ...   0.0   
MentHlth_1-5                                       -1.368846e-01  ...   0.0   
MentHlth_6-10                                      -1.150965e-03  ...   0.0   
MentHlth_11-15                                      1.254862e-02  ...   0.0   
MentHlth_16-20                                      8.825006e-03  ...   0.0   
MentHlth_21-25                                     -2.425806e-05  ...   0.0   
MentHlth_26-30                                      4.362815e-02  ...   0.0   
PhysHlth_0                                         -1.947699e-01  ...   0.0   
PhysHlth_1-5                                       -2.583762e-02  ...   0.0   
PhysHlth_6-10                                       7.545207e-04  ...   0.0   
PhysHlth_11-15                                     -6.665612e-03  ...   0.0   
PhysHlth_16-20                                     -2.009746e-03  ...   0.0   
PhysHlth_21-25                                     -4.317717e-03  ...   0.0   
PhysHlth_26-30                                      2.328461e-01  ...   0.0   
Education_Never attended school or only kinderg...  3.138968e-03  ...   0.0   
Education_Elementary                                2.656535e-02  ...   0.0   
Education_Some high school                          5.200411e-02  ...   0.0   
Education_High school graduate                      4.624046e-03  ...   0.0   
Education_Some college or technical school         -1.008241e-01  ...   0.0   
Education_College graduate                          1.449160e-02  ...   0.0   
Income_Less than $10,000                            8.070171e-02  ...   0.0   
Income_$10,000-$14,999                              9.933391e-02  ...   0.0   
Income_$15,000-$19,999                              8.116224e-02  ...   0.0   
Income_$20,000-$24,999                             -4.117952e-03  ...   0.0   
Income_$25,000-$34,999                              2.022200e-02  ...   0.0   
Income_$35,000-$49,999                             -2.361315e-01  ...   0.0   
Income_$50,000-$74,999                             -5.896814e-02  ...   0.0   
Income_$75,000 or more                              1.779772e-02  ...   0.0   
Sex_Female                                         -0.000000e+00  ...   0.0   
Sex_Male                                           -0.000000e+00  ...   0.0   
Age_18-29                                          -0.000000e+00  ...   0.0   
Age_30-49                                          -0.000000e+00  ...   0.0   
Age_50-64                                          -0.000000e+00  ...   0.0   
Age_65+                                            -0.000000e+00  ...   1.0   

                                                    PC50  PC51  PC52  PC53  \
HighBP                                               0.0   0.0   0.0   0.0   
HighChol                                             0.0   0.0   0.0   0.0   
CholCheck                                            0.0   0.0   0.0   0.0   
Smoker                                               0.0   0.0   0.0   0.0   
Stroke                                               0.0   0.0   0.0   0.0   
HeartDiseaseorAttack                                 0.0   0.0   0.0   0.0   
PhysActivity                                         0.0   0.0   0.0   0.0   
Fruits                                               0.0   0.0   0.0   0.0   
Veggies                                              0.0   0.0   0.0   0.0   
HvyAlcoholConsump                                    0.0   0.0   0.0   0.0   
AnyHealthcare                                        0.0   0.0   0.0   0.0   
NoDocbcCost                                          0.0   0.0   0.0   0.0   
DiffWalk                                             0.0   0.0   0.0   0.0   
BMI_Underweight                                      0.0   0.0   0.0   0.0   
BMI_Healthy weight                                   0.0   0.0   0.0   0.0   
BMI_Overweight                                       0.0   0.0   0.0   0.0   
BMI_Class 1 Obesity                                  0.0   0.0   0.0   0.0   
BMI_Class 2 Obesity                                  0.0   0.0   0.0   0.0   
BMI_Class 3 Obesity                                  0.0   0.0   0.0   0.0   
GenHlth_Excellent                                    0.0   0.0   0.0   0.0   
GenHlth_Very good                                    0.0   0.0   0.0   0.0   
GenHlth_Good                                         0.0   0.0   0.0   0.0   
GenHlth_Fair                                         0.0   0.0   0.0   0.0   
GenHlth_Poor                                         0.0   0.0   0.0   0.0   
MentHlth_0                                           0.0   0.0   0.0   0.0   
MentHlth_1-5                                         0.0   0.0   0.0   0.0   
MentHlth_6-10                                        0.0   0.0   0.0   0.0   
MentHlth_11-15                                       0.0   0.0   0.0   0.0   
MentHlth_16-20                                       0.0   0.0   0.0   0.0   
MentHlth_21-25                                       0.0   0.0   0.0   0.0   
MentHlth_26-30                                       0.0   0.0   0.0   0.0   
PhysHlth_0                                           0.0   0.0   0.0   0.0   
PhysHlth_1-5                                         0.0   0.0   0.0   0.0   
PhysHlth_6-10                                        0.0   0.0   0.0   0.0   
PhysHlth_11-15                                       0.0   0.0   0.0   0.0   
PhysHlth_16-20                                       0.0   0.0   0.0   0.0   
PhysHlth_21-25                                       0.0   0.0   0.0   0.0   
PhysHlth_26-30                                       0.0   0.0   0.0   0.0   
Education_Never attended school or only kinderg...   0.0   0.0   0.0   0.0   
Education_Elementary                                 0.0   0.0   0.0   0.0   
Education_Some high school                           0.0   0.0   0.0   0.0   
Education_High school graduate                       0.0   0.0   0.0   0.0   
Education_Some college or technical school           0.0   0.0   0.0   0.0   
Education_College graduate                           0.0   0.0   0.0   0.0   
Income_Less than $10,000                             0.0   0.0   0.0   0.0   
Income_$10,000-$14,999                               0.0   0.0   0.0   0.0   
Income_$15,000-$19,999                               0.0   0.0   0.0   0.0   
Income_$20,000-$24,999                               0.0   0.0   0.0   0.0   
Income_$25,000-$34,999                               0.0   0.0   0.0   0.0   
Income_$35,000-$49,999                               0.0   0.0   0.0   0.0   
Income_$50,000-$74,999                               0.0   0.0   0.0   0.0   
Income_$75,000 or more                               0.0   0.0   0.0   0.0   
Sex_Female                                           0.0   0.0   0.0   0.0   
Sex_Male                                             0.0   0.0   0.0   1.0   
Age_18-29                                            0.0   0.0   1.0   0.0   
Age_30-49                                            0.0   1.0   0.0   0.0   
Age_50-64                                            1.0   0.0   0.0   0.0   
Age_65+                                              0.0   0.0   0.0   0.0   

                                                    PC54          PC55  \
HighBP                                               0.0 -0.000000e+00   
HighChol                                             0.0 -6.306212e-17   
CholCheck                                            0.0 -9.092861e-16   
Smoker                                               0.0  7.302945e-17   
Stroke                                               0.0  4.262103e-17   
HeartDiseaseorAttack                                 0.0  4.504858e-17   
PhysActivity                                         0.0  1.616125e-17   
Fruits                                               0.0  3.909207e-17   
Veggies                                              0.0 -2.270067e-17   
HvyAlcoholConsump                                    0.0 -3.627292e-16   
AnyHealthcare                                        0.0 -1.207811e-15   
NoDocbcCost                                          0.0 -1.058883e-16   
DiffWalk                                             0.0  2.258718e-17   
BMI_Underweight                                      0.0 -2.023347e-02   
BMI_Healthy weight                                   0.0  3.919904e-01   
BMI_Overweight                                       0.0 -2.491404e-01   
BMI_Class 1 Obesity                                  0.0 -1.916735e-01   
BMI_Class 2 Obesity                                  0.0  3.017608e-01   
BMI_Class 3 Obesity                                  0.0  3.506207e-01   
GenHlth_Excellent                                    0.0  3.322593e-02   
GenHlth_Very good                                    0.0  3.322593e-02   
GenHlth_Good                                         0.0  3.322593e-02   
GenHlth_Fair                                         0.0  3.322593e-02   
GenHlth_Poor                                         0.0  3.322593e-02   
MentHlth_0                                           0.0 -2.248258e-01   
MentHlth_1-5                                         0.0 -2.248258e-01   
MentHlth_6-10                                        0.0 -2.248258e-01   
MentHlth_11-15                                       0.0 -2.248258e-01   
MentHlth_16-20                                       0.0 -2.248258e-01   
MentHlth_21-25                                       0.0 -2.248258e-01   
MentHlth_26-30                                       0.0 -2.248258e-01   
PhysHlth_0                                           0.0  6.345590e-02   
PhysHlth_1-5                                         0.0  6.345590e-02   
PhysHlth_6-10                                        0.0  6.345590e-02   
PhysHlth_11-15                                       0.0  6.345590e-02   
PhysHlth_16-20                                       0.0  6.345590e-02   
PhysHlth_21-25                                       0.0  6.345590e-02   
PhysHlth_26-30                                       0.0  6.345590e-02   
Education_Never attended school or only kinderg...   0.0  7.310827e-02   
Education_Elementary                                 0.0  7.310827e-02   
Education_Some high school                           0.0  7.310827e-02   
Education_High school graduate                       0.0  7.310827e-02   
Education_Some college or technical school           0.0  7.310827e-02   
Education_College graduate                           0.0  7.310827e-02   
Income_Less than $10,000                             0.0  1.191261e-01   
Income_$10,000-$14,999                               0.0  1.191261e-01   
Income_$15,000-$19,999                               0.0  1.191261e-01   
Income_$20,000-$24,999                               0.0  1.191261e-01   
Income_$25,000-$34,999                               0.0  1.191261e-01   
Income_$35,000-$49,999                               0.0  1.191261e-01   
Income_$50,000-$74,999                               0.0  1.191261e-01   
Income_$75,000 or more                               0.0  1.191261e-01   
Sex_Female                                           1.0 -0.000000e+00   
Sex_Male                                             0.0 -0.000000e+00   
Age_18-29                                            0.0 -0.000000e+00   
Age_30-49                                            0.0 -0.000000e+00   
Age_50-64                                            0.0 -0.000000e+00   
Age_65+                                              0.0 -0.000000e+00   

                                                            PC56  \
HighBP                                             -0.000000e+00   
HighChol                                            9.596410e-17   
CholCheck                                           2.074742e-15   
Smoker                                             -1.187191e-16   
Stroke                                             -2.988990e-17   
HeartDiseaseorAttack                                1.032286e-16   
PhysActivity                                        3.278543e-17   
Fruits                                             -1.066760e-16   
Veggies                                            -6.152187e-17   
HvyAlcoholConsump                                   2.185220e-15   
AnyHealthcare                                       6.190460e-16   
NoDocbcCost                                         4.059975e-17   
DiffWalk                                            8.352232e-17   
BMI_Underweight                                     1.585000e-01   
BMI_Healthy weight                                 -7.300322e-02   
BMI_Overweight                                     -1.842675e-01   
BMI_Class 1 Obesity                                 5.033051e-03   
BMI_Class 2 Obesity                                 5.431291e-01   
BMI_Class 3 Obesity                                -1.725608e-01   
GenHlth_Excellent                                  -1.194243e-01   
GenHlth_Very good                                  -1.194243e-01   
GenHlth_Good                                       -1.194243e-01   
GenHlth_Fair                                       -1.194243e-01   
GenHlth_Poor                                       -1.194243e-01   
MentHlth_0                                          9.325721e-02   
MentHlth_1-5                                        9.325721e-02   
MentHlth_6-10                                       9.325721e-02   
MentHlth_11-15                                      9.325721e-02   
MentHlth_16-20                                      9.325721e-02   
MentHlth_21-25                                      9.325721e-02   
MentHlth_26-30                                      9.325721e-02   
PhysHlth_0                                          2.121166e-01   
PhysHlth_1-5                                        2.121166e-01   
PhysHlth_6-10                                       2.121166e-01   
PhysHlth_11-15                                      2.121166e-01   
PhysHlth_16-20                                      2.121166e-01   
PhysHlth_21-25                                      2.121166e-01   
PhysHlth_26-30                                      2.121166e-01   
Education_Never attended school or only kinderg...  1.175954e-01   
Education_Elementary                                1.175954e-01   
Education_Some high school                          1.175954e-01   
Education_High school graduate                      1.175954e-01   
Education_Some college or technical school          1.175954e-01   
Education_College graduate                          1.175954e-01   
Income_Less than $10,000                           -1.004283e-01   
Income_$10,000-$14,999                             -1.004283e-01   
Income_$15,000-$19,999                             -1.004283e-01   
Income_$20,000-$24,999                             -1.004283e-01   
Income_$25,000-$34,999                             -1.004283e-01   
Income_$35,000-$49,999                             -1.004283e-01   
Income_$50,000-$74,999                             -1.004283e-01   
Income_$75,000 or more                             -1.004283e-01   
Sex_Female                                         -0.000000e+00   
Sex_Male                                           -0.000000e+00   
Age_18-29                                          -0.000000e+00   
Age_30-49                                          -0.000000e+00   
Age_50-64                                          -0.000000e+00   
Age_65+                                            -0.000000e+00   

                                                            PC57          PC58  
HighBP                                              0.000000e+00  0.000000e+00  
HighChol                                           -1.096733e-16 -6.580395e-17  
CholCheck                                           1.058080e-15  9.964991e-16  
Smoker                                              3.702718e-17  3.980070e-17  
Stroke                                              5.906482e-17  2.275250e-16  
HeartDiseaseorAttack                                3.547610e-17 -6.450203e-17  
PhysActivity                                        2.135149e-17  4.663657e-17  
Fruits                                              1.280314e-16 -1.037723e-16  
Veggies                                            -8.119294e-17  2.076029e-16  
HvyAlcoholConsump                                  -1.469615e-16 -2.142646e-16  
AnyHealthcare                                      -1.515786e-15 -1.487080e-15  
NoDocbcCost                                        -3.188107e-16 -1.451205e-16  
DiffWalk                                           -1.260246e-17 -4.647701e-17  
BMI_Underweight                                    -2.112012e-01  1.263822e-01  
BMI_Healthy weight                                  3.679339e-01 -3.563432e-01  
BMI_Overweight                                      5.600623e-01 -2.955606e-01  
BMI_Class 1 Obesity                                 7.806174e-02 -3.060335e-01  
BMI_Class 2 Obesity                                 3.380926e-01 -1.904669e-01  
BMI_Class 3 Obesity                                 3.609419e-01  6.794480e-01  
GenHlth_Excellent                                   7.815916e-02  3.078600e-02  
GenHlth_Very good                                   7.815916e-02  3.078600e-02  
GenHlth_Good                                        7.815916e-02  3.078600e-02  
GenHlth_Fair                                        7.815916e-02  3.078600e-02  
GenHlth_Poor                                        7.815916e-02  3.078600e-02  
MentHlth_0                                          3.933608e-02  3.201720e-02  
MentHlth_1-5                                        3.933608e-02  3.201720e-02  
MentHlth_6-10                                       3.933608e-02  3.201720e-02  
MentHlth_11-15                                      3.933608e-02  3.201720e-02  
MentHlth_16-20                                      3.933608e-02  3.201720e-02  
MentHlth_21-25                                      3.933608e-02  3.201720e-02  
MentHlth_26-30                                      3.933608e-02  3.201720e-02  
PhysHlth_0                                          6.436113e-03 -1.111993e-02  
PhysHlth_1-5                                        6.436113e-03 -1.111993e-02  
PhysHlth_6-10                                       6.436113e-03 -1.111993e-02  
PhysHlth_11-15                                      6.436113e-03 -1.111993e-02  
PhysHlth_16-20                                      6.436113e-03 -1.111993e-02  
PhysHlth_21-25                                      6.436113e-03 -1.111993e-02  
PhysHlth_26-30                                      6.436113e-03 -1.111993e-02  
Education_Never attended school or only kinderg... -8.887644e-02  3.166673e-02  
Education_Elementary                               -8.887644e-02  3.166673e-02  
Education_Some high school                         -8.887644e-02  3.166673e-02  
Education_High school graduate                     -8.887644e-02  3.166673e-02  
Education_Some college or technical school         -8.887644e-02  3.166673e-02  
Education_College graduate                         -8.887644e-02  3.166673e-02  
Income_Less than $10,000                           -1.443130e-01 -1.411163e-01  
Income_$10,000-$14,999                             -1.443130e-01 -1.411163e-01  
Income_$15,000-$19,999                             -1.443130e-01 -1.411163e-01  
Income_$20,000-$24,999                             -1.443130e-01 -1.411163e-01  
Income_$25,000-$34,999                             -1.443130e-01 -1.411163e-01  
Income_$35,000-$49,999                             -1.443130e-01 -1.411163e-01  
Income_$50,000-$74,999                             -1.443130e-01 -1.411163e-01  
Income_$75,000 or more                             -1.443130e-01 -1.411163e-01  
Sex_Female                                          0.000000e+00  0.000000e+00  
Sex_Male                                            0.000000e+00  0.000000e+00  
Age_18-29                                           0.000000e+00  0.000000e+00  
Age_30-49                                           0.000000e+00  0.000000e+00  
Age_50-64                                           0.000000e+00  0.000000e+00  
Age_65+                                             0.000000e+00  0.000000e+00  

[58 rows x 58 columns]

PCA Results for Subset_48:
        PC1       PC2       PC3       PC4       PC5       PC6       PC7  \
0  0.556115  0.080370  0.233660  0.346869 -0.560486  0.514234  0.750881   
1 -0.718605  0.226220 -0.967343  0.424692 -0.457212 -0.252735 -0.000408   
2 -0.323173 -0.047111 -0.864447  0.069766  0.403466  0.049856  0.155726   
3  0.624466  0.653575  0.491886  0.017956  0.773674 -0.607800  0.311577   
4  0.584399  0.732928 -0.286565 -0.952691  0.574376 -0.303107 -0.330823   

        PC8       PC9      PC10  ...  PC49  PC50  PC51  PC52  PC53  PC54  \
0  0.654060 -0.079873 -0.307335  ...   0.0   0.0   0.0   0.0   0.0   0.0   
1 -0.069637  0.811008 -0.275916  ...   0.0   0.0   0.0   0.0   0.0   0.0   
2 -0.830042 -0.132268 -0.650967  ...   0.0   0.0   0.0   0.0   0.0   0.0   
3  0.611968  0.277629 -0.362919  ...   0.0   0.0   0.0   0.0   0.0   0.0   
4 -0.450033  0.172287  0.060859  ...   0.0   0.0   0.0   0.0   0.0   0.0   

           PC55          PC56          PC57          PC58  
0 -5.551115e-17 -1.387779e-17  0.000000e+00 -1.110223e-16  
1  5.551115e-17 -2.359224e-16  5.551115e-17  5.551115e-16  
2 -1.665335e-16 -1.804112e-16  5.551115e-17  5.551115e-16  
3 -5.551115e-17 -6.938894e-17  5.551115e-17  1.110223e-16  
4  2.220446e-16 -3.469447e-16  5.551115e-17  6.661338e-16  

[5 rows x 58 columns]
No description has been provided for this image
For Subset_48, retain 25 components to explain 90% of the variance.

Calculate the average number of principle components across all subgroups needed to retain 90% variance¶

In [18]:
# Calculate the average number of Principal Components selected to reach the 90% variance threshold
average_n_components = np.mean(list(n_components_selected_dict.values()))
print(f"Average number of Principal Components selected to reach the 90% variance threshold: {average_n_components:.2f}")

# Plot the number of Principal Components selected to reach the 90% variance threshold
plt.figure(figsize=(10, 6))  # Slightly increase figure width for better spacing
plt.bar(range(len(n_components_selected_dict)), list(n_components_selected_dict.values()), align='center')
plt.xticks(
    range(len(n_components_selected_dict)),
    list(n_components_selected_dict.keys()),
    rotation=45,  # Rotate labels for better spacing
    ha='right',   # Align labels to the right
    fontsize=10   # Decrease font size for readability
)
plt.axhline(y=average_n_components, color='r', linestyle='--', label='Average Number of Components Selected')
plt.xlabel('Subset')
plt.ylabel('Number of Components Selected')
plt.title('Number of Components Selected for Each Subset')
plt.legend()
plt.tight_layout()  # Automatically adjust layout for better spacing
plt.show()
Average number of Principal Components selected to reach the 90% variance threshold: 23.61
No description has been provided for this image
In [19]:
#Display the subset with the lowest selected number of components
min_subset = min(n_components_selected_dict, key=n_components_selected_dict.get)
min_subset_n_components = n_components_selected_dict[min_subset]
print(f"Subset with the lowest number of components selected: {min_subset} with {min_subset_n_components} components.")
Subset with the lowest number of components selected: Subset_5 with 21 components.
In [20]:
#Display the subset with the highest selected number of components
max_subset = max(n_components_selected_dict, key=n_components_selected_dict.get)
max_subset_n_components = n_components_selected_dict[max_subset]
print(f"Subset with the highest number of components selected: {max_subset} with {max_subset_n_components} components.")
Subset with the highest number of components selected: Subset_36 with 27 components.

Identify the features that contribute the most to explaining the varience for each subset based on the number of principle components needed to explain 90% of the varience.¶

In [21]:
# Dictionary to store top features and their cumulative loadings for each subset
top_features_by_subset = {}

# Loop through PCA results for each subset
for idx, (subset_name, results) in enumerate(pca_results.items()):
    # Extract the PCA model and loadings
    pca_model = results['PCA Model']
    loadings = pd.DataFrame(
        pca_model.components_.T,  # Transpose to align features with components
        columns=[f'PC{i+1}' for i in range(pca_model.n_components_)],
        index=subsets[idx].columns  # Use the correct subset's columns
    )
    
    # Get the number of components needed to reach the 90% variance threshold for this subset
    n_components_selected = n_components_selected_dict.get(subset_name, None)
    
    if n_components_selected is None:
        print(f"{subset_name}: No components specified in n_components_selected_dict, skipping.")
        continue
    
    # Ensure there are enough components in the PCA model
    if loadings.shape[1] < n_components_selected:
        print(f"{subset_name}: Only {loadings.shape[1]} components exist, skipping.")
        continue

    # Select the required number of components
    selected_loadings = loadings.iloc[:, :n_components_selected]
    
    # Calculate cumulative loadings (sum of absolute values across the selected PCs)
    cumulative_loadings = selected_loadings.abs().sum(axis=1)
    
    # Find the top 3 features based on cumulative loadings
    top_features = cumulative_loadings.sort_values(ascending=False).head(3)
    
    # Store the top features and their cumulative loadings
    top_features_by_subset[subset_name] = top_features

    # Display the top features for the subset
    print(f"\nTop features for {subset_name} (based on cumulative loadings across {n_components_selected} PCs):")
    print(top_features)

# Convert results into a DataFrame for visualization
top_features_df = pd.DataFrame(top_features_by_subset)
Top features for Subset_2 (based on cumulative loadings across 22 PCs):
NoDocbcCost      3.330283
Smoker           3.312047
AnyHealthcare    3.055653
dtype: float64

Top features for Subset_3 (based on cumulative loadings across 22 PCs):
AnyHealthcare    3.272323
NoDocbcCost      3.163150
MentHlth_1-5     3.108367
dtype: float64

Top features for Subset_4 (based on cumulative loadings across 22 PCs):
NoDocbcCost      3.330283
Smoker           3.312047
AnyHealthcare    3.055653
dtype: float64

Top features for Subset_5 (based on cumulative loadings across 21 PCs):
AnyHealthcare             3.216485
Income_$75,000 or more    3.196585
HighBP                    3.105986
dtype: float64

Top features for Subset_6 (based on cumulative loadings across 23 PCs):
NoDocbcCost     3.769211
PhysActivity    3.322773
Veggies         3.295772
dtype: float64

Top features for Subset_7 (based on cumulative loadings across 22 PCs):
AnyHealthcare    3.287364
NoDocbcCost      3.233988
HighChol         3.192037
dtype: float64

Top features for Subset_8 (based on cumulative loadings across 24 PCs):
NoDocbcCost               4.003995
Income_$75,000 or more    3.611821
Veggies                   3.434404
dtype: float64

Top features for Subset_9 (based on cumulative loadings across 23 PCs):
NoDocbcCost    3.824404
Veggies        3.643916
Fruits         3.619748
dtype: float64

Top features for Subset_10 (based on cumulative loadings across 24 PCs):
PhysActivity    3.717852
Veggies         3.595320
HighBP          3.521172
dtype: float64

Top features for Subset_11 (based on cumulative loadings across 22 PCs):
Fruits          4.013612
PhysActivity    3.724649
HighBP          3.695824
dtype: float64

Top features for Subset_12 (based on cumulative loadings across 25 PCs):
Fruits      4.049007
Veggies     3.967424
HighChol    3.913450
dtype: float64

Top features for Subset_14 (based on cumulative loadings across 22 PCs):
PhysHlth_1-5    3.379990
PhysActivity    3.267545
NoDocbcCost     3.161384
dtype: float64

Top features for Subset_15 (based on cumulative loadings across 22 PCs):
MentHlth_1-5    3.360642
NoDocbcCost     3.233459
PhysHlth_1-5    3.146853
dtype: float64

Top features for Subset_16 (based on cumulative loadings across 22 PCs):
PhysHlth_1-5    3.379990
PhysActivity    3.267545
NoDocbcCost     3.161384
dtype: float64

Top features for Subset_17 (based on cumulative loadings across 21 PCs):
HighChol                  3.240578
MentHlth_1-5              3.214597
Income_$50,000-$74,999    3.159928
dtype: float64

Top features for Subset_18 (based on cumulative loadings across 24 PCs):
PhysHlth_1-5              3.474461
NoDocbcCost               3.421069
Income_$50,000-$74,999    3.315182
dtype: float64

Top features for Subset_19 (based on cumulative loadings across 22 PCs):
HighBP                    3.189662
Income_$50,000-$74,999    3.162044
NoDocbcCost               3.115847
dtype: float64

Top features for Subset_20 (based on cumulative loadings across 25 PCs):
NoDocbcCost     3.712258
HighBP          3.595711
PhysActivity    3.363881
dtype: float64

Top features for Subset_21 (based on cumulative loadings across 24 PCs):
PhysHlth_1-5              3.335846
PhysActivity              3.330261
Income_$75,000 or more    3.239643
dtype: float64

Top features for Subset_22 (based on cumulative loadings across 26 PCs):
DiffWalk        3.904642
GenHlth_Fair    3.527145
NoDocbcCost     3.482433
dtype: float64

Top features for Subset_23 (based on cumulative loadings across 25 PCs):
DiffWalk    3.888867
Fruits      3.534554
HighChol    3.527113
dtype: float64

Top features for Subset_24 (based on cumulative loadings across 26 PCs):
PhysActivity              3.736594
Income_$75,000 or more    3.704687
DiffWalk                  3.639068
dtype: float64

Top features for Subset_26 (based on cumulative loadings across 23 PCs):
Fruits                    3.340422
Income_$50,000-$74,999    3.186764
GenHlth_Excellent         3.173417
dtype: float64

Top features for Subset_27 (based on cumulative loadings across 25 PCs):
MentHlth_1-5              3.500247
Income_$50,000-$74,999    3.449235
DiffWalk                  3.424907
dtype: float64

Top features for Subset_28 (based on cumulative loadings across 23 PCs):
Fruits                    3.340422
Income_$50,000-$74,999    3.186764
GenHlth_Excellent         3.173417
dtype: float64

Top features for Subset_29 (based on cumulative loadings across 23 PCs):
Income_$50,000-$74,999    3.498270
Income_$75,000 or more    3.379398
DiffWalk                  3.186654
dtype: float64

Top features for Subset_30 (based on cumulative loadings across 25 PCs):
DiffWalk        3.685767
PhysHlth_1-5    3.590301
Fruits          3.477613
dtype: float64

Top features for Subset_31 (based on cumulative loadings across 24 PCs):
MentHlth_1-5    3.377501
DiffWalk        3.313847
PhysHlth_1-5    3.263490
dtype: float64

Top features for Subset_32 (based on cumulative loadings across 25 PCs):
DiffWalk        3.881744
PhysHlth_1-5    3.486237
MentHlth_1-5    3.480741
dtype: float64

Top features for Subset_33 (based on cumulative loadings across 25 PCs):
Income_$75,000 or more    3.530921
HighChol                  3.379673
Income_$50,000-$74,999    3.335245
dtype: float64

Top features for Subset_34 (based on cumulative loadings across 26 PCs):
Fruits            3.654388
DiffWalk          3.495425
PhysHlth_26-30    3.470864
dtype: float64

Top features for Subset_35 (based on cumulative loadings across 26 PCs):
PhysHlth_1-5              3.766736
Income_$75,000 or more    3.653852
MentHlth_1-5              3.597071
dtype: float64

Top features for Subset_36 (based on cumulative loadings across 27 PCs):
PhysHlth_26-30    3.833933
DiffWalk          3.777334
MentHlth_1-5      3.636758
dtype: float64

Top features for Subset_38 (based on cumulative loadings across 23 PCs):
PhysHlth_1-5    3.581956
DiffWalk        3.443984
PhysHlth_0      3.259558
dtype: float64

Top features for Subset_39 (based on cumulative loadings across 23 PCs):
Fruits          3.326205
DiffWalk        3.315018
PhysHlth_1-5    3.304068
dtype: float64

Top features for Subset_40 (based on cumulative loadings across 23 PCs):
PhysHlth_1-5    3.581956
DiffWalk        3.443984
PhysHlth_0      3.259558
dtype: float64

Top features for Subset_41 (based on cumulative loadings across 22 PCs):
PhysActivity              3.349802
DiffWalk                  3.303460
Income_$75,000 or more    3.302121
dtype: float64

Top features for Subset_42 (based on cumulative loadings across 24 PCs):
DiffWalk        3.686153
PhysActivity    3.398497
PhysHlth_1-5    3.227619
dtype: float64

Top features for Subset_43 (based on cumulative loadings across 22 PCs):
PhysActivity            3.541396
HeartDiseaseorAttack    3.369023
DiffWalk                3.358604
dtype: float64

Top features for Subset_44 (based on cumulative loadings across 24 PCs):
Fruits          3.728267
DiffWalk        3.582853
PhysHlth_1-5    3.433488
dtype: float64

Top features for Subset_45 (based on cumulative loadings across 23 PCs):
PhysActivity              3.537589
Income_$75,000 or more    3.537087
GenHlth_Very good         3.433214
dtype: float64

Top features for Subset_46 (based on cumulative loadings across 25 PCs):
PhysHlth_26-30    3.608123
PhysHlth_1-5      3.583791
Fruits            3.547131
dtype: float64

Top features for Subset_47 (based on cumulative loadings across 24 PCs):
HeartDiseaseorAttack    3.791732
HighChol                3.704755
PhysHlth_26-30          3.689165
dtype: float64

Top features for Subset_48 (based on cumulative loadings across 25 PCs):
Veggies           4.144550
PhysHlth_26-30    3.996276
Fruits            3.710331
dtype: float64
In [22]:
# Visualization: Heatmap of Top Features Across Subsets
import seaborn as sns

plt.figure(figsize=(12, 8))
sns.heatmap(top_features_df.T, annot=True, cmap='coolwarm', fmt='.2f', cbar_kws={'label': 'Cumulative Loadings'})
plt.title('Top 3 Features Across Subsets (23 PCs) Based on Cummulative Loadings')
plt.ylabel('Subset')
plt.xlabel('Feature')
plt.tight_layout()
plt.show()
No description has been provided for this image